{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2e419712",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.size'] = 20 \n",
    "import json\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6057b30a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def running_mean(x, N):\n",
    "    cumsum = np.cumsum(np.insert(x, 0, 0)) \n",
    "    return (cumsum[N:] - cumsum[:-N]) / float(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "26f98407",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_results(txt_file, number=15):\n",
    "    # Using readlines()\n",
    "    file1 = open(txt_file, 'r')\n",
    "    Lines = file1.readlines()\n",
    "    results = []\n",
    "    for line in Lines:\n",
    "        if line[0] == 'e':\n",
    "            result_1 = [_.start() for _ in re.finditer(':', line)] \n",
    "            result_2 = [_.start() for _ in re.finditer(',', line)] + [-3]\n",
    "            bla = []\n",
    "            for i in range(number):\n",
    "                if i == number-1:\n",
    "                    bla.append(float(line[result_1[i]+2:]))\n",
    "                else:\n",
    "                    bla.append(float(line[result_1[i]+2:result_2[i]]))\n",
    "                    \n",
    "                \n",
    "            results.append(bla)\n",
    "\n",
    "    results = np.array(results)\n",
    "    return results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8270b259",
   "metadata": {},
   "outputs": [],
   "source": [
    "exp_020 = get_results('./exp_020/log.txt', 7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bd573c81",
   "metadata": {},
   "outputs": [],
   "source": [
    "l=1 #average over l epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "14bf1f4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff16c0f3b50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Jydi1a9cFv9enTZuGRx55BF26dMGUKVMwYsQIDBkyBCEhIQ772V57bm6u/funtLQUer0eAJCeng4A9X69roJhXAGvTuoJb4MGahUXpyByB8kvX22/nZ+fX+MMFjdeGo0bL61byPzp/mF12q97Gz+H53cV4eHhTtu/++47TJo0CQaDAaNHj0ZcXBy8vLygUqmQmJiIdevW1evCsqrTKgLWX/aAdR7uizmO7ViVj2O7UC0sLMzp/jW1O5OcnIxnnnmmWnttYdzPz8+hlqps7TW9pgtJS0vDqFGjcPToUSxatAizZs1yut/nn3+OwsJC3HXXXQ4XkALWC/F27NiBDz74AG+99Vadnzs4ONhp0LS9lyq/3qSkJAwYMADZ2dkYNmwYrrjiCvj5+UGtViM5ORlLly51eB/l5OQAQL2nzVu/fj00Gg2uueaaWkN8TV/7qvXX9h6yzShiq7myC71PLRaL/X52djaklEhPT3f6Hmuoun6/2V5jTbOjXOg1VjZ79mwEBwfjnXfewRtvvIGFCxdCCIERI0bg1Vdftf9xYLvA+I8//sAff/xR4/EKCtxzcgyGcQX4eWqVLoGI6KLUtHrhk08+CZ1Oh+3bt+OSSy5x2HbXXXdh3bp1zVFeg/n6+gIAUlNTnW6vqd2ZhIQE63jQeoqLi4NarUZSUhJMJpM9DNkcPXoUANCxY8d6HffcuXO47LLLcOjQIbz22mt44IEHatz3ww8/BAC8//77eP/9953u8/nnn+PVV1+Fh4dHnZ4/IyMDZrO5WiA/f/48gIo/QgDg9ddfR2ZmJpYsWVJt5ctly5Zh6dKlDm22EOlslp0LWbt2LS6//HJce+21+OabbzB27Nga963pa1+1ftvntLQ0p/vbZhqp/Hrry/bY3r1723upm5Pt+W2vvar6vMZbbrkFt9xyC3JycrBx40Z89913+OijjzBmzBgcOnQIISEh9uMsWrTI/r69UMeIu+HUhkRE1GiOHTuGLl26VAviFosFf//9t0JV1V3nzp3h4eGBPXv2ID8/v9r25ngNBoMBgwcPRlFREf76669q23/99VcAzocI1OTMmTMYMWIEDh06hPfeew933nlnjftu374du3btQmRkJG6//XanHz169EBOTo7TafpqYjKZnE4lmZiYCAAOc5fbVgadOHFitf2d/UE3cOBAAMDvv//u0INcmx49emDdunUICAjAhAkTsHLlyhr33blzp9P3RNX6fXx8EBcXh7Nnz9r/cKps7dq1AKzDXhrK29sbXbt2xf79+5GVldXg4zSU7bXaXntlJpPJ/r6tz2v09/fH2LFj8eGHH2LGjBnIysrC+vXrAVR8fZ19P7QEDOMKKDNZMP7tDej/wmqYLfXvNSEiclWxsbE4evQozp49a2+TUmLBggU4cOCAgpXVjU6nww033IDc3Fw8//zzDtv++ecffPLJJ81Sxz333AMAeOKJJ1BSUmJv37ZtG1asWIGQkJBqQfXcuXM4dOhQteEtJ0+exPDhw3H8+HF89NFHta6gaZtH/MEHH8TixYudfrz++usO+9bV/PnzHYaXZGVl2c/zrbfeam+3LTRVNez9/vvvTsfs9+3bF4MHD8bu3bvxyiuvVNuemZnpcB4ru+SSS7B+/XqEhYVh8uTJWLFihdP9cnNz8eyzzzq0bd++HZ9//jn8/PwcxtbfdtttkFLi0UcfdRjekZGRgeeee86+z8WYPXs2ysrKcNtttzkdDpKdnd1kvea2udaXLVtmH69vs3DhQpw4cQKXX355rdeGrF271ul/j2z/VbCtzNuvXz8MGzYM3377LT766COnx9q7d2+N/41wdRymogCdRoVzucVIzy9FSnYxooMufhloIiJX8PDDD+Puu+9G7969MXHiRGi1WmzYsAEHDhzANddcgx9//FHpEmv18ssvY82aNfjPf/6DLVu2YPDgwTh37hy+/PJLjB07FitXrqzXRYINMWXKFHz77bf4+uuv0bt3b1xzzTXIzMzEihUrYDab8eGHH9qH1NjMnz8fS5curTa0IyEhAcnJyejbty+Sk5OxYMECh4vfAOs48NjYWBQUFGDZsmXQarWYPn16jfWNGjUK7du3x8aNG7F//3507dq11tcUERGB0tJSdOvWDddeey2MRiO+/vprnDt3DrNmzcLw4cPt+86aNQtLlizB5MmTMWnSJERGRmLfvn347bffcP311zsNzJ999hkSEhLw73//G9988419mNDRo0exatUqHDp0qMbVZOPj4/HXX39h1KhRmDZtGkpLS3HLLbc47DN8+HAsXrwYW7ZswZAhQ3Du3DmsWLECFosF77//vsPXY86cOfjpp5/w/fffo2fPnhg7diyKiorw1VdfIS0tDXPnzsXQoUNrPWcXctttt2HHjh145513EBcXhzFjxiA6OhpZWVk4ceIE1q9fj1tvvRXvvffeRT2PM97e3vjoo48wefJkjBgxApMnT0Z0dDR27NiBVatWITw8vMbhTZVNmDAB3t7eGDhwIGJjYyGlxF9//YVt27ahb9++uPzyy+37fvHFFxg1ahRuv/12vPHGG+jTpw9CQkJw5swZ7NmzB/v27cOmTZsQGhra6K+3qTGMKyQuxBupeaU4nl7AME5ELcZdd90FvV6PhQsXYunSpfDw8MCwYcOwZMkSfPPNN24RxsPCwrBx40b8+9//xi+//IItW7agU6dOeOedd+Dl5YWVK1dWC8KNTQiBZcuWYfDgwfjoo4/w5ptvwmAwYPjw4XjiiSeczkpSE9uKhzt27MCOHTuc7pOQkIDY2FgsW7YMBQUFmDBhwgUvVhVC4Pbbb8fjjz+ODz74AIsWLaq1Dp1Oh9WrV+Pf//43li9fjoyMDLRv3x7z5s3D/fff77Bvjx49sHbtWjzxxBP4+eefYTKZ0LNnT3z77bfw9/d3GsbbtWuHnTt34j//+Q9WrlyJt956CwaDAbGxsXjkkUdqDWkxMTFYv349LrvsMtx6660oLS11GM7Trl07vPfee5g3bx7ee+89lJaWok+fPnjqqacwZsyYaq/1+++/x4cffogvvvgCb775JjQaDXr27ImFCxdi6tSptZ6vunj77bdx1VVX4b333sPq1auRk5ODwMBAREdH49FHH8VNN93UKM/jzLhx47Bhwwa8+OKL+P3335Gbm4vw8HDcfffdePLJJ52u+lrVyy+/jN9//x07d+7EL7/8AoPBgJiYGLzyyiu45557oNVWXGPXpk0b7NixA2+++Sa++eYbfPnllzCbzQgPD0eXLl1w//33o3v37k32epuSaMjFJS1Fv3795Pbt2+33ExMTqy3J3FSe+n4fPtl0Ek9cfQnuGNa+WZ5Tac15flsrnuOGOXjwYLUxzjVpSRcNuSpXPsePP/44XnzxRfz222/VApg7ceVz3FLwHDctVzm/df39IYTYIaWsPnckOGZcMXEh3gCA4+nuOQ0PEVFLVnnMu83evXvxxhtvIDAwECNGjFCgKiJqiThMRSG2MH4sjWGciMjV9OvXD/Hx8ejWrRu8vLxw9OhR/Pzzz/bxwVXn3iYiaiiGcYXEhXoBAI6nFypcCRERVXXXXXdh5cqVWLZsGfLz8+Hv748xY8Zgzpw5HApGRI2KYVwh4b4GzBzeHrFBXrBYJFRcjZOIyGU8/fTTePrpp5Uug4haAYZxhQgh8O+xdbtgjIiIiIhaJl7ASURERESkEPaMK+h8bgk2Hs9AgJcOIzu53yT1RERERHRx2DOuoN2nszH7y3/w6aaTSpdCRERERApgGFcQ5xonIiIiat0YxhUUE+QFtUrgdFYRSoxmpcshIiIiombGMK4gnUaFmEBPWCSQnMn5xomIiIhaG4ZxhbW3DVVJYxgnIiIiam0YxhVmW4nzWBrHjRMRERG1NgzjCosP8YZeo0KR0aR0KURETWrGjBkQQiA5OdnelpycDCEEZsyYUefjfPzxxxBC4OOPP270GitzVi8pryHvmaYmhEBCQkKd9m2u929L161bN8TGxipdRqNgGFfYuF5ROPjslZh/FVfjJCJlTJs2DUIIvPPOO7Xue8UVV0AIge+++64ZKmtaCxYsgBACiYmJSpfSLM6cOYPbbrsNkZGRCA4ORmxsLB566CFkZ2fX+1hZWVl46KGHEBsbC71ej8jISNx22204c+ZMrY994YUXIISAEAKHDx9uyEshalEYxhWm06igUgmlyyCiVuzOO+8EACxevPiC+yUnJ2P16tWIiIjANddc0yjPHRUVhYMHD+Kll15qlOM1ppdeegkHDx5EVFSU0qVctOPHj6Nv375YsmQJBgwYgHvvvRft27fHokWLMGjQIGRmZtb5WJmZmRg0aBAWLVqEuLg4PPzwwxgwYACWLFmCvn37IikpqcbHSimxePFiCGH9vffhhx9e9Guj1umHH37An3/+qXQZjYJh3EVIKWG2SKXLIKJWKCEhAR07dsSuXbuwc+fOGvf73//+Byklbr31Vmg0jbOAs1arRefOnREREdEox2tMERER6Ny5M7RardKlXLRZs2YhLS0Nb7zxBlauXIlnnnkGa9aswcMPP4zDhw/j8ccfr/Ox/v3vf+PIkSOYPXs2/vzzT7z88stYuXIlFi1ahLS0NMyaNavGx65atQrJycmYPn06wsPDsXTpUpSVlTXGS6RWpn379oiLi1O6jEbBMO4CHv9uL7ovWIW/j2UoXQoRtVK23vGaeirNZjOWLFkCIQTuuOMOAMDKlStx0003oWPHjvDy8oKXlxf69u2LN954AxaLpU7Pe6Hxv8eOHcPkyZMREBAALy8vDB48GD///HONx1q7di1mzpyJLl26wNfXFx4eHujWrRueeeYZlJSUOOwbGxuLZ555BgAwcuRI+7AJW48tcOEx419++SWGDx8OPz8/eHh4oHv37njppZdQWlpabd/Y2FjExsaisLAQjz76KKKjo6HX6xEfH49XXnkFUjZtR8zx48exatUqxMbG4t5773XY9swzz8DLywuffvopCgtrn9WroKAAn376Kby8vLBgwQKHbffddx9iYmLw+++/19g7bnt/3XnnnZg2bRoyMjIuasjToUOHMH78eAQGBsLLywtDhw7FqlWrqu2Xm5uLV199FaNGjUKbNm2g0+kQEhKCa6+9Fps2bbrg8W+77Tb7cJzQ0FAMGzYM7777bp3qe/XVV6FSqTBkyBBkZWVV2/7zzz9j8ODB8PLyQkBAACZNmoSjR486Pda5c+dw7733IjY21l7/ddddhx07dlTbt/K49LVr1yIhIQE+Pj7w9fXF1VdfjYMHDzp9jqKiIrz00kvo1asXvLy84O3tjUGDBmHZsmV1er02DX3P1+f7ytmY8bKyMrzxxhvo06cPAgIC4OnpidjYWIwbNw6rV6+udoxDhw5hxowZaNu2LXQ6HcLCwnDjjTc2//ApKWWr/ejbt6+sbO3atVIJ87/dI2Me+0n+768kRZ6/uSh1flsTnuOGOXDgQJ33zcvLa8JKlJOWliZ1Op308/OThYWF1bb/+OOPEoAcPXq0va1Tp07ykksukTfddJN87LHH5N133y07duwoAcibbrqp2jGmT58uAcgTJ07Y206cOCEByOnTp9vb8vLy5JEjR2RQUJAEIK+66io5f/58OXnyZKnRaOQ111wjAcglS5Y4HH/MmDEyJiZGTp06Vc6ZM0fed999snfv3hKATEhIkCaTyb7v//3f/8kRI0bYn/vpp5+2f1yoXimlnD9/vgQgg4OD5d133y3nzJkju3btKgHIESNGyNLSUof9Y2JiZGRkpBwyZIhs166dnDlzppw1a5aMjIyUAOSCBQsu8JW5eB9++KEEIGfOnGlvq/w+vuKKKyQAuXr16lqP9ccff0gA8oorrnC6febMmRKAXLx4cbVt58+fl1qtVnbs2FFKKeXevXslADlq1Kh6vR7be2b48OHS399fDhs2TM6bN09Onz5dGgwGqVKp5PLlyx0es2nTJqnVauVll10mZ86cKR977DE5depU6eXlJTUajfz111+rPc9PP/0kPTw8pEqlkmPHjpXz5s2Td999txw0aJCMjY112Nf2tbcxm83yrrvukgDkddddJ4uLi+3blixZIgHIa665Rmo0Gjl58mQ5f/58edVVV0kAMjAwUB46dMjh+ElJSfb3y6hRo+S8efPktGnTpE6nkzqdTv74448O+9ueY+LEifbvmTlz5sixY8dKADIkJESmp6c7PCY7O9v+/dKnTx953333yVmzZsm4uDgJQD7++ON1/ho15D1f3++r6OhoGRMT49A2depUCUB269ZNPvDAA/Kxxx6TN998s2zXrp185JFHHPb99ddfpYeHh9RoNHLChAny0UcflVOnTpV6vV76+vrKHTt21Om11vX3B4DtsoY8qnggVvLDVcL4//5KkjGP/STnf7tHkedvLgyKTY/nuGFq+mEa89hPbvVxsa6//nqnIVdKKa+99loJQH711Vf2tmPHjlXbz2w2y1tuuUUCkJs3b3bYVp8wPnr0aAlALly40OEYK1eulACc1nn8+HFpsViq1fTEE09IANUC2tNPPy0B1Ph946zejRs3SgCybdu28ty5c/Z2o9Eo//Wvf0kA8oUXXnA4TkxMjP2PiqKiInt7amqq9PPzk35+frKsrMxpDY1hzpw5EoD873//a2+rHMbvvfdeCUC+8847tR7rrbfekgDkfffd53T7q6++KgHIuXPnVtv20ksvSQDyxRdftLf17dtXCiHk0aNH6/x6bO8ZAHLOnDkO27Zt2yY1Go309/eXubm59vacnJxq4VNKKU+fPi0jIiJk586dHdrT09Olr6+v1Gq1MjEx0enjKqscxouLi+V1111nP09ms9lhX1tQBlAtRC9cuNDpHyi2P5ief/55h/YNGzZItVotAwMDZX5+frXnUKvV1f7ImjdvngQgX3nlFYd22/u9antxcbEcM2aMFELIXbt2VTsXztT3Pd+Q76uqYTwnJ0cKIWTfvn0d/vC2ycjIsN/OysqS/v7+MigoSO7fv99hv71790ovLy/Zu3fvOr3WxgjjHKbiAuJCbQv/cK5xIlLOzJkzAVS/kPPcuXP45ZdfEBoainHjxtnbnY3XVKlUePDBBwEAv//+e4PqSElJwR9//IF27drhvvvuc9g2btw4jBgxwunj2rdv7zDMxObhhx++qHoq++ijjwAATzzxBMLDw+3tGo0Gr732GlQqVY0Xwr7xxhvw8PCw37edz9zc3Cb9t3hubi4AwM/Pz+l2W3tOTk6THUtK64WbKpUKt9xyi719xowZkFI26EJOPz8/PPXUUw5t/fr1w7Rp05CTk+Mw/MXPzw/BwcHVjtGmTRtMmjQJhw4dwqlTp+ztS5cuRV5eHu655x6n77c2bdo4rSkrKwuXX345vvvuOzz77LN48803oVI5j1qjRo3Cv/71L4e2++67D3FxcVizZg1OnjwJwDoLzqpVqxAdHY25c+c67D948GBMnToVWVlZ+Pbbb6s9x5QpU3DZZZc5tNm+z7du3Wpvy8zMxGeffYZ+/fpVew6DwWAfWvLFF184fS01qet7/mK+r2yEEJBSQq/XOz3nQUFB9tuffPIJcnJy8Mwzz6BLly4O+3Xr1g133nkndu3ahQMHDtTr9TZU41yBQxcl3hbG0xnGiUg5o0aNQlxcHDZs2ICDBw/ikkusU64uWbIEJpMJM2bMcLiYMTMzE6+++ip++eUXJCUlVRtznJKS0qA69uzZAwAYOnQo1Gp1te0JCQlYt25dtfbCwkIsWrQI3333HY4cOYL8/Hzrv4Avsp7KbBe4jho1qtq2jh07ok2bNjhx4gRyc3MdAqufnx/i4+OrPaZt27YAUKfpBVeuXIndu3c7tPXq1Qvjx4+vxytQxpo1a3D8+HGMGTPGYXaaG2+8EY888gg+/vhjPP/88/W6WLZPnz7w8fGp1p6QkIClS5di165dmD59ur19w4YNWLRoETZt2oS0tLRqF46mpKQgOjoaALB582YAwFVXXVXnelJTUzFkyBAkJSXhs88+q3XGIWchX61WY+jQoTh+/Dh27dqFmJgY7Nq1CwAwbNgwp+dn1KhR+Oyzz7Br1y6HP3QA6x8nVTl7z23btg1msxlCiGrXAgCA0WgEgBrHmjtTn/d8Q7+vKvP19cU111yDH3/8Eb169cLEiRMxbNgwXHrppfD09HTY13adwD///OP09R45cgSA9fVWDetNgWHcBUT4GuChVSOjoAw5RWXw99QpXRIRtUK2izPnz5+PxYsX47XXXoOUEv/73/8ghLBf5AlYez779++PEydOYMCAAbjlllsQGBgIjUaDnJwcLFq0yOlFV3Vh630NCwtzur1yz5mN0WjEqFGjsHXrVnTr1g033HADQkJC7OHlmWeeaXA9zmqrafaXiIgInDp1Cjk5OQ6hwd/f3+n+tllpzGZzrc+9cuVKLF261KFt+vTptYZxWx222quytddUY2Mc64MPPgCAahfqBgYG4pprrsE333yD77//HpMmTaq1Bpva3h+Va/zuu+8wadIkGAwGjB49GnFxcfDy8oJKpUJiYiLWrVvn8P6w9ezXZ1rL8+fPIy8vD23atMHQoUMbrf66vOcq11yZs6+ps/ecbWrLbdu2Ydu2bTXWXFBQ907D+rznG/p9VdWKFSvwyiuv4IsvvsDTTz8NwNqzP2nSJPz3v/+1n3Pb663tPzL1eb0Xg2HcBahUAu1DvLD/bB6OpxeibwzDOJErSH756mpt+fn5TnvjWopbb70VTz31FD755BO89NJL+Ouvv5CUlIRRo0Y59HItXrwYJ06cwNNPP12tZ2nTpk1YtGhRg2uw/bJNTU11uv38+fPV2r7//nts3boVM2bMwJIlSxy2nTt3zj5zysWy1Xb+/Hmnw3TOnTvnsF9j+vjjjxu0amOnTp0AVPT2VWWbvaNjx45Ncqz09HSsXLkSADB16lRMnTrV6WM/+OCDeoXx2t4flb8GTz75JHQ6HbZv327/j4/NXXfdVe0/LbYgmZKSgu7du9epnp49e+KOO+7AjBkzMHz4cPzwww/o0aPHRddf+T3nTGO852yPffjhh/H66683+DgX+/wX+33l4eGBBQsWYMGCBTh9+jTWr1+Pjz/+GJ999hmSk5Px119/ORznn3/+ueDXqLlwzLiLuHNYe7wysTvaBnrUvjMRURMJCwvDtddei4yMDKxcudI+TtM2ztTm2LFjAICJEydWO4azIST1Yfvl+PfffzvtMXa2Yqatnuuuu67O9diGwNSlV9qmd+/eF6zhzJkzaNeuXZ16mZvLyJEjAVjn+K465WR+fj42bNgAT09PDBw4sNZjDRw4EB4eHtiwYQPy8/MdtlksFvu0grbnBGCfS7xv3764/fbbnX6EhIRg9erVOHHiRJ1f186dO6vVAFR8bWxfK8D6tenSpUu1IG6xWPD33387fZ0A8Ouvv9a5HgC46aabsHz5cpw9exZXXXVVjX+0AM7fl2az2V6PrX7b57///hsmk6naY9auXQvAOmynoQYMGACVSmUPq82tKb6v2rZti2nTpuH3339HfHw8/v77b3uPuO3rq9TrrYph3EWM7x2FG/pHI9THoHQpRNTK2YajvPbaa/juu+8QHByMCRMmOOxjm9+36i/PXbt2XfRqmlFRURg9ejROnDiBt956y2Hb999/7zTE1FRPUlISHnvsMafPY7ugq/KFe7W57bbbAADPP/880tPT7e1msxlz5syBxWLB7bffXufjNYe4uDhcccUVSE5Oxttvv+2w7emnn0ZhYSFuvvlmeHl5OWw7dOgQDh065NDm7e2Nm2++GYWFhdX+I/LWW28hOTkZY8aMQfv27e3ttqEA77zzDhYvXuz046677rJf5FlXubm5ePbZZx3atm/fjs8//xx+fn4O79nY2FgcPXoUZ8+etbdJKbFgwQKnF+lNnz4dvr6+ePfdd7F+/fpq28+cOVNjXZMmTcLXX3+NzMxMjBgxAvv373e635o1a/DTTz85tL311ls4fvw4Ro4ciZiYGADWi0VHjx6N5ORkLFy40GH/LVu24IsvvkBAQEC179H6CA0NxbRp07B9+3Y899xzTv9APX78eL3+WKqPxvi+Sk9Px969e6u1FxYWoqCgABqNBjqddeTBrbfeCn9/fzzzzDMOF7LaWCwWp38YNJmapllpDR+uMrVha8Hz2/R4jhuG84w7slgsMjY21j79WtX5eaWUMiUlRQYGBkqVSiUnTJgg586dKydMmCC1Wq284YYbqk1XKGXD5xkfO3ZsrfOMFxQUyPj4ePtc6HPnzpVTpkyR3t7e9noqzwMtpfXrrlKpZFhYmJw9e7Z87rnn5HPPPXfBeqWUcu7cuRKADA0NlbNmzZKPPvqo7NatmwQghw4d6nSe8arzIdvUNr1iYzl27JgMDQ2VAOS4cePk7Nmz5ciRIyUA2bFjR4dp32xsX/+qMjIy7PPJ2+a8HjdunP2cVJ7ycu3atRKA7N69+wXrO3HihBRCyIiICGk0GmvdF/WcZ/y9996z13fPPffIBx54QPbt21d6eHjY309VvwY//fST/XhXX321nD9/vrz33nvlsGHDap1nXEopv/32W+nh4SGDg4Pl7t277e11mWf84MGDDsc6fvy4DA8Pt7+/58+fL2+66Sap1+ulVquVK1eudNjf9hzOpimtqd7c3Fw5cOBACUB26NBB3nrrrXLevHnylltukf3795cA5LJly2r4qjhqyHu+vt9XVac23LVrl/29Nm3aNDlv3jw5a9YsGR0dLQHIBx54wOHxq1evlj4+PlIIIS+//HL54IMPyoceekhOnDhRRkZGSr1eX6fXynnGW1AYLy4zyS+3nZLvJlaft7elYFBsejzHDcMwXt3zzz9vD2NVFyCx2b9/v7zmmmtkSEiI9PT0lH369JEffvih04AtZf3CuJRSHj16VE6cOFH6+flJT09POXDgQPnTTz/VGDROnTolb7zxRhkZGSkNBoPs0qWLfOWVV6TRaHQaPqSU8tNPP5U9e/aUBoOhWvisKYxLKeWyZcvkkCFDpLe3t9Tr9bJLly7y+eefd1jcxcYVwriU1vMzY8YMGR4eLrVarYyOjpYPPvigzMrKcrp/TWFcSikzMzPlAw88IKOjo6VWq5Xh4eHy1ltvrTb/9o033igByEWLFtVan21u+W+//faC+1V+zxw4cEBee+210t/fX3p4eMjBgwfL3377zenjlixZInv27Ck9PT1lUFCQHD9+vNyzZ88Fvwb79u2TN998s4yMjJRarVaGhobK4cOHy/fff99hP2fvr7y8PLl27Vrp7e0tAwIC5NatW+112N6/P/74oxw4cKD09PSUfn5+8rrrrpOHDx92Wv+ZM2fk3XffbT/nQUFBcty4cfbjVn2t9Q3jUkpZWloq33zzTTlo0CDp6+srdTqdbNu2rRw1apT8v//7P6d/tDnT0Pd8fb6vqobx7Oxs+cwzz8iRI0fKyMhIqdPpZHh4uBwxYoT84osvnK5BcOLECXnvvffK+Ph4qdfrpY+Pj+zUqZO86aab5HfffVen19oYYVxYt7dO/fr1k9u3b7ffT0xMREJCgiK1lBjN6PLUbxBC4MCzY6DXVJ/Oy90peX5bC57jhqk8jV9tWvoFnK6A57jp8Rw3PZ7jpuUq57euvz+EEDuklNXnmgTHjLsMg1aNtoGeMFskTmUWKV0OERERETUDhnEXEhdiXfznGFfiJCIiImoVGMZdCFfiJCIiImpdGMZdSFyIdVqp4+mFtexJRERERC0Bw7gLsQ1TYc84ERERUevAMO5C4kK84aFVw6BteTOpEBEREVF1GqULoAoBXjrsf2YMVCqhdClERERE1AzYM+5iGMSJlNGa11wgIqL6a6zfGwzjLshikSguMytdBlGroVarYTQalS6DiIjciNFohFp98UOLGcZdzLc7z6Dr07/jxV8OKl0KUavh4+ODvLw8pcsgIiI3kpeX1yirgDKMu5gALx2KjWbOqELUjAIDA5GdnY2MjAyUlZVxyAoRETklpURZWRkyMjKQnZ2NwMDAiz4mL+B0MfFchZOo2en1ekRHRyMrKwvJyckwm2seJlZSUgKDwdCM1bU+PMdNj+e46fEcNy0lz69arYaPjw+io6Oh1+sv+nguEcaFEJMAjADQC0BPAD4APpdS3uRk3w4ArgMwBkAHAGEAsgFsBrBQSrm2mcpuEpH+HtBrVEjLL0VeiRG+Bq3SJRG1Cnq9HhEREYiIiLjgfomJiejdu3czVdU68Rw3PZ7jpsdz3LRa0vl1lWEqTwC4D9YwnlLLvs8BeBnWEP4LgNcAbABwNYA1QogHmq7MpqdWCbQLtq7EmcSVOImIiIhaNFcJ4w8D6AjAF8A9tez7G4A+UsquUsq7pJTzpZTXAbgMgBHAq0KIC3dtubj40PKVODlUhYiIiKhFc4kwLqVcK6U8Kutw1ZSU8mMp5S4n7esAJALQARjc+FU2n7jyceO8iJOIiIioZXOJMeONyDZRsEnRKi7SFV3D0CbAA72jA5QuhYiIiIiaUIsJ40KIGFiHqhQBWK9wORela6Qfukb6KV0GERERETWxFhHGhRB6AJ8D0AOYK6XMVrgkIiIiIqJaCVdb3EIIkQBgLWqY2tDJ/moAywBMBrACwNQLjT0XQswEMBMAwsLC+i5fvty+raCgAN7e3hdTfqPZdt6E4zkWjI7RIMjDJYb2XzRXOr8tFc9x0+M5bno8x02P57jp8Rw3LXc7vyNHjtwhpeznbJtb94yXB/HPYA3iXwK4qbaLQKWUHwD4AAD69esnExIS7NsSExNR+b6SPl6yFYnJ6ZgwrAcSuoYrXU6jcKXz21LxHDc9nuOmx3Pc9HiOmx7PcdNqSefXbbtchRBaWHvEpwD4AsCNUkq3vnCzMs6oQkRERNTyuWXPuBBCB2tP+DgAnwC4VUppUbaqxmUP42lc+IeIiIiopXK7nvHyizW/gzWI/w8tMIgDQFyIdRXOY+wZJyIiImqxXKJnXAgxHsD48ru2AdKDhBAfl9/OkFLOKb/9HoCxADIApAB4SghR9ZCJUsrEJiq3WdhW4UxKK4CUEk5eIxERERG5OZcI4wB6AZhepa19+QcAnARgC+Ptyj8HA3jqAsdMbKTaFBHopYO/pxY5RUak5ZcizNegdElERERE1MhcIoxLKRcAWFDHfROashZXIYRAjzb+yCkqQ16xkWGciIiIqAVyiTBOzn1y2wClSyAiIiKiJuR2F3ASEREREbUUDOMuzmyRSM8vVboMIiIiImoCDOMuLCWnGF2e+g3XvvW30qUQERERURNgGHdhYT56SAmcyy1BQWmLWVyUiIiIiMoxjLswjVqFdsHWxX9OpHMlTiIiIqKWhmHcxcWF2lbizFe4EiIiIiJqbAzjLi4uxLoS5/E09owTERERtTQM4y4uPrQ8jKcXKFwJERERETU2hnEXZ+sZP5bGME5ERETU0nAFThcXF+KN16/viQ6hPkqXQkRERESNjGHcxXno1LiuTxulyyAiIiKiJsBhKkRERERECmHPuBvYcTILv+w9j74xARjbPULpcoiIiIiokbBn3A0cOJeP//19AmsPpSldChERERE1IoZxNxAXYl34h9MbEhEREbUsDONuoGKu8UJIKRWuhoiIiIgaC8O4Gwjx1sPHoEFusREZBWVKl0NEREREjYRh3A0IIbgSJxEREVELxDDuJmwrcTKMExEREbUcnNrQTXSP8sOxtAJ46/klIyIiImopmOzcxPTBsZg+OFbpMoiIiIioEXGYChERERGRQhjG3YjZInEysxBlJovSpRARERFRI2AYdyP/evNvjHg1EUdS85UuhYiIiIgaAcO4G4kO9ADAGVWIiIiIWgqGcTdSeSVOIiIiInJ/DONuxD7XeBp7xomIiIhaAoZxN8KFf4iIiIhaFoZxN9I+xAsAkJRRCLNFKlwNEREREV0shnE34mPQIsxXjzKTBSnZxUqXQ0REREQXiStwupnXJveCv6cW4X4GpUshIiIioovEMO5mhnYIVroEIiIiImokHKZCRERERKQQ9oy7mfO5JXhv3XGoVQJP/quL0uUQERER0UVgz7gb+nhjMr7deUbpMoiIiIjoIjGMu5kwXz289RpkFxmRVVimdDlEREREdBEYxt2MEAJx5fONH+NKnERERERujWHcDXElTiIiIqKWgWHcDcWFlodx9owTERERuTWGcTfEnnEiIiKiloFh3A11DPNGv5gAdIn0VboUIiIiIroInGfcDbUP8cbX9wxWugwiIiIiukjsGSciIiIiUgjDuJsymS1ISi9Aal6J0qUQERERUQMxjLup1/44glGvrcPyraeVLoWIiIiIGohh3E3ZZlQ5xhlViIiIiNwWw7ibsq3CybnGiYiIiNwXw7ibal/eM56UUQCLRSpcDRERERE1BMO4m/Lz0CLER48SowUpOcVKl0NEREREDcAw7sbiuRInERERkVtjGHdjcaHWcePHOG6ciIiIyC1xBU43dtuQdrhxQAzal1/MSURERETuhWHcjdku4iQiIiIi98RhKkRERERECmEYd3Mv/XIQ0xZvRk5RmdKlEBEREVE9MYy7uQ3HM7DhWCZnVCEiIiJyQwzjbi7ONr1hWqHClRARERFRfTGMuznONU5ERETkvhjG3VxcqDWMc65xIiIiIvfDMO7m4tgzTkREROS2GMbdXGywJ1QCOJVVhFKTWelyiIiIiKgeuOiPm9Nr1Li6RyS89WoUl5mh16iVLomIiIiI6ohhvAV4c2pvpUsgIiIiogbgMBUiIiIiIoUwjLcARrMFx9LysedMjtKlEBEREVE9MIy3AHvO5ODy19fj39/tVboUIiIiIqoHhvEWoH1wxSqcFotUuBoiIiIiqiuG8RYgwEuHIC8dio1mnM8rUbocIiIiIqojhvEWwrYSJxf/ISIiInIfDOMthH0lzjSGcSIiIiJ3wTDeQsSX94wfY884ERERkdtgGG8h4kK8AFgv4iQiIiIi98AVOFuIfrGB+P2h4YgJ8lS6FCIiIiKqI4bxFsJbr0GncB+lyyAiIiKieuAwFSIiIiIihTCMtyBfbjuNKR9swi97zyldChERERHVAcN4C3I2txibk7Kw50yu0qUQERERUR0wjLcg9rnGOb0hERERkVtgGG9B4rkKJxEREZFbYRhvQdoFe0EI4FRmEYxmi9LlEBEREVEt6h3GhRBvCCEuaawChBCThBBvCiH+EkLkCSGkEOKzWh4zWAjxixAiSwhRLITYI4R4SAihbqy63JFBq0abAA+YLBInM7n4DxEREZGra0jP+H0A9gkh1gshpgkhdBdZwxPlx+wFIKW2nYUQ4wCsBzAcwHcA3gKgA/B/AJZfZC1uzzZu/BhX4iQiIiJyeQ0J45MB/AlgCIBPAJwVQvxXCNGpgTU8DKAjAF8A91xoRyGEL4APAZgBJEgpb5dSPgprkN8EYJIQYkoD62gRLrskDNMujUaEn0HpUoiIiIioFvUO41LKb6SUVwCIB/AfAGUAZgM4IIRYI4S4Xgihrcfx1kopj0opZR12nwQgBMByKeX2SscogbWHHagl0Ld0Nw+MwQsTuqNnW3+lSyEiIiKiWjT4Ak4p5Qkp5XwA0ajoLR8BYBmAM0KIl4UQcY1Tpt2o8s+/Odm2HkARgMFCCH0jPy8RERERUaO76NlUpJSmSr3lgwCchbX3ei6Aw0KIn4QQfS/2ecrZhsIccVYHgBMANADaN9LzuR0pJQ6dz8Mve8+hbv9sICIiIiKliMYIbEKIEQDuAjABgB5AOoDPAfSB9UJLM4CbpJQrajlOAoC1AD6XUt7kZPsRAB0AdJBSHnOyfQOAwQAGSyk31fAcMwHMBICwsLC+y5dXXPNZUFAAb2/vWl6t67vvz0IUGIH/S/BAgMF1Zq9sKefXlfEcNz2e46bHc9z0eI6bHs9x03K38zty5MgdUsp+zrZpGnpQIUQAgBmwBtuOAASADQDeBfCVlNJYvt8AAN8CWADggmG8OUgpPwDwAQD069dPJiQk2LclJiai8n131fngRmw/mY2w+B4YHB+sdDl2LeX8ujKe46bHc9z0eI6bHs9x0+M5blot6fw2ZJ7xYUKIT2GdhvA1AFEA3gfQU0o5TEr5hS2IA4CUciuAJQAaY/x4bvlnvxq229pzGuG53JZtJc5jXImTiIiIyKU1pGd8Xfnn/bD2gn8ipawt9aWgDnOI18FhAP1g7YnfUXmDEEIDoB0AE4CkRngut2Wba/x4GsM4ERERkStryIDiFQBGSCm7SynfqUMQh5TyPSlluwY8V1Vryj9f6WTbcACeADZKKUsb4bncVlyoFwDgeDoX/iEiIiJyZQ2ZZ3yqlPKvpiimDr4GkAFgihDCPgheCGEA8Hz53XeVKMyVVKzCyZ5xIiIiIldW72EqQggzgAVSyucusM/jAJ6RUtZ6fCHEeADjy++Gl38eJIT4uPx2hpRyDgBIKfOEEHfCGsoThRDLAWQBuBbWaQ+/hgtcJKq0NgGe0GlUyCgoRVGZCZ66Bl+nS0RERERNqCEpTZR/1GW/uugFYHqVtvaomCv8JIA5tg1SypXlUyk+DmAiAAOAY7CuAvpGHVfybNHUKoE/Hh6OCD8P6DSuM7UhERERETlqqi7TAAAlddlRSrkA1mkP60xKuQHA2HpX1YrEBHkpXQIRERER1aJOYVwIMbxKU6yTNgBQA4gGMA3WmU+IiIiIiKgGde0ZTwRgG/4hYR1WUnVoiY0AYAHwyEVVRhdl9+kcvPjzQbQP8cLLE3soXQ4REREROVHXMP4srCFcAHgK1nC+zsl+ZgCZANZKKQ81RoHUMBqVwNbkLJzPK4GUEkLUdQg/ERERETWXOoXx8nHdAAAhxHQAK6WUbzRVUXTxOoX7INRHj1NZRdhwLBNDOwQrXRIRERERVdGQecbbMYi7Pq1ahVsGxQAAFv/dqhckJSIiInJZnPeuBbvx0hgYtCokHk7H0dR8pcshIiIioirqsijPGpRftCmlPFN+vy6klPKyi6qOLkqglw4T+7TB51tO4aMNJ/DSdbyQk4iIiMiV1GXMeAKsYdyz0v26aPWL77iC24a2w+dbTmH1wTQsMJmh16iVLomIiIiIytUaxqWUqgvdJ9cWF+KN92/uiyHxwQziRERERC6mqVbgJBcypmu40iUQERERkRP17uUWQujruF90/cuhplRcZsbx9AKlyyAiIiKicg0ZcrJVCNHxQjsIIa4DsKthJVFT2H82F4Ne/hP3fr4TUnI4PxEREZEraEgY7wZguxDilqobhBBaIcRbAL666MqoUXUI9YFWrcKh8/nYcCxT6XKIiIiICA0L42MAFAFYIoRYKoTwBAAhRAcAWwDMArAZQO9Gq7KFkFJi0/FMPLxiN57/6UCzPrdOo8J0LgJERERE5FIasgLnagA9AawFcDOAHUKIOQB2lLe/AmC4lPJUYxbq7k5kFGLkfxMx9cPN+G5XClZsO43iMnOz1lB5EaBjaVwEiIiIiEhpDZqmUEqZCmA0gJcAdII1gJcBGCOlnC+lbN6U6QbaBHigoNRkv59fasKv+841aw22RYAA4H9/JzfrcxMRERFRdRczZ3g3ANeV35YA/AAME0KIi66qBdKqVfYgbLN82+lmr+O2oe0AAN/uPIPMgtJmf34iIiIiqtCgMC6EuBvWceHxAB6HNZjvB/AEgEQhRFSjVdiCXN+/rcP9rSeykNTMUw3GhXjjss6hiA/1RmoewzgRERGRkhoyz/hXAN4GkAkgQUr5kpTyEIBLAbwPYBiA3UKIcY1aaQsQF+KN/rEBDm1fbj/T7HUsnNILP90/FF0ifZv9uYmIiIioQkN6xicC+BlALynlBlujlLJUSjkLwGRYV/b8pnFKbFlu6O+4FtLXO87AaLY0aw0+Bi04moiIiIhIeQ0J47OllNdKKbOcbZRSfgPrtIbbLqqyFmps93D46DX2+xkFpVhzKE2RWpLSC7Bo9VEuAkRERESkkIZMbbiwDvskwzpcharw1GlwTa9Ih7YvFbiQ02yRmPrhZvzf6iNcBIiIiIhIIQ2eTaV8tc0rhRAPCyGerNRuEEKEAmjesRduZEqVCznXHk7D+dySZq1BrRK4eSAXASIiIiJSUkNnU7kSQDKsY8dfA7Cg0uZeAM4BuOHiSmu5ukf54ZKIiosnLRL4ekfz945zESAiIiIiZTVkNpV+AFbCOrf4wwC+qLxdSrkZwAkAExqhvhZJCIEb+jnOOf7l9jOwWJp37DYXASIiIiJSVkN6xp8EUASgn5TyDQBHneyzDUDPiymspRvfOwo6TcXpP5VVhM1JzT92m4sAERERESmnIWF8CICVUsrzF9jnNICIhpXUOvh76nBVt3CHNiVW5LQtAlRqsuDzLaea/fmJiIiIWrOGhHFvABm17OPZwGO3Kjf0c7yQ87f955FTVNbsddw5vD0m9mmD0V3Cmv25iYiIiFqzhgTmFABda9mnFwBO0VGLge2DEB3oab9fZrJg5a4URep47fqeDheVEhEREVHTa0gY/xXAGCHEUGcbhRBXARgM4KeLKaw1UKkEbqgyzeHybae5CA8RERFRK9GQMP4SgBwAq4QQrwDoAgBCiKvL738F69SGrzdWkS3ZxD5toKq0Mv2h8/nYm5KrSC2Jh9Mw+b2N+PtobaOQiIiIiKgxNGQFzhQAVwA4C+BRAJMBCAA/lN8/B+BKKSUTXR2E+xkwslOoQ5sSF3ICwL6UXGxLzsb/uAgQERERUbNo0EWWUsqdADoBGA/gFQCLYe0JnwzgEinl3sYqsDWoOlTlh91nUVRmavY6bIsAreUiQERERETNosEznkgpzVLKH6SU86WUM6WUj0opv5FSNn+KdHMjO4ci2Ftvv19QasIvey80c2TTCPTS4TouAkRERETUbDj9oAvQqlWY1NdxRc4V25SZ8/u2IVwEiIiIiKi5aGrbQQhxS0MPLqX8pKGPbW1u6N8W7607br+/LTkbx9IKEB/q3ax1xId6Y1TnUKw5lIbPt5zCA5d1aNbnJyIiImpNag3jAD4GUN+59kT5YxjG66hdsBcGtAvE1hNZ9ravtp/G/LGXNHstdwxthzWH0vDtzjO4f1Q8hBC1P4iIiIiI6q0uYfzWJq+CAABT+rd1COPf7DyDR67oBJ2meUcTDYoLwisTu+Oq7hEM4kRERERNqNYwLqVc2hyFEHBVtwg8/cN+5JdYr4HNKCjDmkOpuLJbRLPWIYTADf2jm/U5iYiIiFojXsDpQjx0aozrFenQtkKhOcdtSoxmnM8tUbQGIiIiopaqwWFcCOEthLhZCPG6EOJ/5Z9vFkI07xWHLcyUKj3S646k42xOsSK1bD2RhaGvrMH8b/co8vxERERELV2DwrgQYjKAk7Be3PkQrOPKHyq/f1IIMalRqmuFukX5oWukr/2+RQJf7zijSC3xod7ILzFxESAiIiKiJlLvMC6EGA1gGQAfWGdLuRXAVeWfPy1vXyaEuLwR62xVqq7I+eX207BY6juhzcUL9NJhYl8uAkRERETUVBrSM/4UgFIAA6WUt0opl0opfy//PAPAYADG8v2oAcb1jIK+0gwqZ7KLsfF4piK1cBEgIiIioqbTkDDeG8AKKeVOZxullNsBfAmgz8UU1pr5eWoxtrvjDCrLFVqR07YIUKnJgs+3KFMDERERUUvVkDBeCuBcLfucLd+PGuj6fo5DVVbtT0V2YZkitdwx1No7/smmkyg1mRWpgYiIiKglakgY/wvAkFr2GQJgfQOOTeUGtg9EbJCn/X6Z2YLvdqUoUsuguCBcEuGLQC8tzuZwmkMiIiKixtKQMP4YgB5CiJeFEF6VNwghvIQQ/wHQDcC8xiiwtRJC4PoqF3Ku2HYaUjb/hZxCCHxy2wD8/tBwtAv2qv0BRERERFQnta7A6cRjAPYAeBTATCHETgCpAMJgHSfuB2uv+GNVllKXUsrbL67c1mVSnzZ4bdURmMtnUjmcmo9/zuSiV1v/Zq8lxEff7M9JRERE1NI1JIzPqHTbH8AoJ/uMKP+oTAJgGK+HUF8DRnYKxeqDqfa2FdtOKRLGbU5lFmH90XTcNDBGsRqIiIiIWoqGhPF2jV4F1WhK/7YOYfyH3WfxxNVd4KVvyJfu4hSVmXDlovUoKjNjYPtAxIf6NHsNRERERC1JvceMSylPNvSjKV5AS5fQKQShlYaIFJaZ8fPe2iazaRqeOg3G944CwEWAiIiIiBpDQ1bgTBJCvN0UxVB1GrUKk8pXwbRZse20QtVwESAiIiKixtSQ2VRCAOQ2diFUs6pzju84mY1jafmK1MJFgIiIiIgaT0PC+H4AcY1dCNUsNtgLA9sHOrQp2TvORYCIiIiIGkdDwvgbAK4RQvRo7GKoZlP6Rzvc/2ZnCspMFkVqGRQXhM7hPsgoKMUPu88qUgMRERFRS9CQKTnOAFgNYIMQ4n0A2wCch3XqQgdSSq7C2Uiu7BYO3+81yCsxAQCyCsuw+mAqxnaPaPZahBC4e0Qc/jyUhq6Rfs3+/EREREQtRUPCeCKswVsAmA0nIbwSdQOOT04YtGqM7x2FTzZVTEqzYttpRcI4AIzvHWWfWYWIiIiIGqYhYfxZXDiAUxO5oX9bhzC+/mg6UnKKEeXvoWBVRERERNRQ9Q7jUsoFTVAH1UHXSD90j/LD3hTrZDZSAl9tP42HLu+oWE2Jh9PwwfokPDuuKxcBIiIiIqqnhlzASQq6vr/jNIdfbT8Ds0W5f1SsOpCKjcczuQgQERERUQM0OIwLIbRCiCuFEA8LIZ6s1G4QQoQKIRj0m8C1PSNh0Fac2pScYmw4lqFYPVwEiIiIiKjhGhSYhRBXAkgG8DOA1wAsqLS5F4BzAG64uNLIGT8PbbWLNpWcc7zyIkBvrz2uWB1ERERE7qjeYVwI0Q/ASlgv4nwYwBeVt0spNwM4AWBCI9RHTtxQZUXOVQfOI6uwTKFqgNmjO0IlgKWbknHofJ5idRARERG5m4b0jD8JoAhAPynlGwCOOtlnG4CeF1MY1WxAu0C0C/ay3zeaJb7deUaxerpF+WHapTEwWySe+n4/pORkO0RERER10ZAwPgTASinl+QvscxqAMhNgtwJCCNxQ5ULOFdtOKxqC51zRCYFeOhxNzcfprGLF6iAiIiJyJw0J494Aarti0LOBx6Y6uq5PFNQqYb9/NK0Au07nKFaPn6cW79/cF2seSUB0kKdidRARERG5k4YE5hQAXWvZpxeApAYcm+oo1MeAyzqHOrSt2KrchZwA0D82EAFeOkVrICIiInInDQnjvwIYI4QY6myjEOIqAIMB/HQxhVHtpgxwHKry456zKCg1KVRNhVKTGW+vPYYjqflKl0JERETk0hoSxl8CkANglRDiFQBdAEAIcXX5/a9gndrw9cYqkpwb3iEEYb56+/2iMjN+3nNWwYqs3lpzDK/+fhhPfb+PF3MSERERXUC9w7iUMgXAFQDOAngUwGQAAsAP5ffPAbhSSqncSjSthEatwuS+jr3jyxWcc9zm9qHtEOCpxeakLPy455zS5RARERG5rAZdZCml3AmgE6xzib8CYDGsPeGTAVwipdzbaBXSBV1fZc7xXadyFB8e4u+pw9wrOwMAXvj5gEsMnSEiIiJyRfUK40KIaCHERCHEdQAipZTfSynnSylnSikflVJ+I6Vk8mpG0UGeGBwX5NCm5IqcNjf0a4uebf2RmleKN/90NhU9EREREdU5jAsh/gvrDClfwjou/IQQ4tWmKozqruqc49/uPINSk1mhaqxUKoHnxnWFEMD//j6BY2m8mJOIiIioqjqFcSHEVACzYR0bfgjA4fLbs8u3kYLGdA2Hn4fWfj+7yIg/DqQqWJFVjzb+mNI/GiaLxFfblVshlIiIiMhV1bVn/A4AJgCXSym7Sim7ABgDwALg9qYqjurGoFVjQu8ohzZXGKoCAHPHdMKiKb0w76rOSpdCRERE5HLqGsZ7APheSrnW1iClXA3ge1gX+CGFVR2q8vexDJzOKlKomgoBXjqM6xUFIUTtOxMRERG1MnUN4wGwDk+p6hAA/0arhhrskghf9GzjZ78vJfDVDtcaGnK+0IJvXKwmIiIiIiXVNYyrABidtBthHTtOLuD6Kr3jX28/DbPFNRbdScsrwRMbijHv2z04nl6gdDlERERELqE+Uxu6RqqjGl3bMxIeWrX9/tncEvx1NF3BiiqE+howOFIDo1liwQ/7uTInEREREeoXxhcIIcyVPwA8BQBV28s/mnS+cSHE1UKIVUKIM0KIYiFEkhDiKyHEoKZ8XlfmY9Di6h4RDm2uciEnAEzqqIOfhxZ/Hc3Ab/vOK10OERERkeLqE8ZFPT8atLpnnQoR4hUAPwHoA+A3AIsA7AQwDsAGIcRNTfXcrq7qhZyrD6Yio6BUoWoc+eoE5ozpBAB47qcDKCrj+lBERETUutUpMEspVQ35aIqChRDhAOYASAXQRUp5h5RynpRyEqzTLQoAzzbFc7uDfjEBaB/iZb9vNEt8tzNFwYoc3TggGt2ifHE2twRvrz2mdDlEREREimqy3usmFANr3VuklGmVN5RPvZgPIESJwlyBEAJTqvSOL92UrPiKnDZqlcAz13YDACzdeBJ5Jc6uCyYiIiJqHdwxjB8FUAZggBAiuPIGIcRwAD4AVitRmKu4rk8baNUVk9ycyS7GF1tOKViRo74xAVhwTRf8eP9Q+Bq0tT+AiIiIqIVyuzAupcwC8BiAMAAHhBAfCCFeEkJ8CWAVgD8A3KVkjUoL9tbjxgHRDm1vrTmGglLXGaM9Y0g7tAv2qn1HIiIiohZMuOsUc0KI8QA+gnVBIptjAJ6WUn5xgcfNBDATAMLCwvouX77cvq2goADe3t5NUm9zyy2VmLu+CKWVRqeMi9NiQgedYjU5O79SSmw7b0bPUDX0ak5Zf7Fa0nvYVfEcNz2e46bHc9z0eI6blrud35EjR+6QUvZzts0tw7gQYi6AFwG8AeAtAOcBdAbwEoArALwqpZxb23H69esnt2/fbr+fmJiIhISEpihZEa//cQRv/HnUft9Lp8a6uSMR7K1XpB5n5/eJlXvx2eZTuH9UPB65opMidbUkLe097Ip4jpsez3HT4zluejzHTcvdzq8QosYw7nbDVIQQCQBeAfCDlHK2lDJJSlkkpdwJYAKAFACPCCHaK1imS7hzWDsEelX0hBeWmfHWGteawWRC7ygAwPvrkpCcUahwNURERETNy+3COIB/lX9eW3WDlLIIwFZYX1fv5izKFfkYtLhvZLxD2+dbTuJUZpFCFVXXNyYQE/u0QZnZgmd+5MqcRERE1Lq4Yxi3jbGoafpCW3tZM9Ti8qYNjEabAA/7faNZ4vU/DitYUXXzruoMH4MGaw+nY/XBtNofQERERNRCuGMY/6v880whRFTlDUKIqwAMAVACYGNzF+aK9Bo1Zo/u6NC2cvdZ7D+bq1BF1YX46O01PvPjfpQYXWNOdCIiIqKm5o5h/GtY5xEPA3BQCLFUCPGKEOIHAD/DugLnPCllppJFupJxvaLQOdzHoe0/v7lW7/jNA2PQOdwHZ7KL8emmk0qXQ0RERNQs3C6MSyktAMYCeBjAAVgv2nwEwEAAvwAYI6VcpFyFrketEnjsys4ObeuOpGPTcdf5e0WjVuG58d3w6JhOuGVwjNLlEBERETULtwvjACClNEopF0opB0opfaWUGillqJTyX1LKVUrX54oSOoVgQLtAh7aXfzvkUhdM9o8NxL0j46HXqJUuhYiIiKhZuGUYp/oTQmDeVY694/+czsHv+88rVNGFZReWYV+K64xrJyIiImoKDOOtSJ/oAFzRJcyh7T+/H4bJbFGoIucOn8/HqNcScc/nO3gxJxEREbVoDOOtzNwrO0FVadX5pPRCfL3jjHIFOREX4oVQHwNOZxXjvXXHlS6HiIiIqMkwjLcy8aE+mNS3jUPbwtVHXaoHWqNW4dlxXQEA7yYex+ks11mkiIiIiKgxMYy3Qg9d3hE6TcWX/nxeCT7emKxcQU5c2j4I43tFotRkwTM/HlC6HCIiIqImwTDeCkX6e2DG4FiHtnfWHkNukVGZgmrw77GXwFuvweqDqVh7iCtzEhERUcvDMN5KzUqIg49BY7+fV2LCuy42PjvU14CHLu8AAFjw436Xu9CUiIiI6GIxjLdS/p463D0izqFtyYYTOJ9bolBFzk0fHIure0TgPxN7QKPm25WIiIhaFqabVuy2Ie0Q6qO33y81WbBw9REFK6pOq1bh7Rv74NL2QUqXQkRERNToGMZbMQ+dGg9d3tGh7cvtp3EsrUChimp3NDVf6RKIiIiIGg3DeCt3fb82aB/sZb9vkcB/fz+sYEU1e3LlPoz+v/VIPMyLOYmIiKhlYBhv5TRqFeaM6eTQ9tv+89h1KluhimrWNtADADDvm704wh5yIiIiagEYxglXdQtHzzZ+Dm2v/HYIUkqFKnLu1iHt0D82AOfzSjDx3Y3YeCxD6ZKIiIiILgrDOEEIgceu7OzQtjkpC+uOpCtUkXNatQqf3n4pruoWjvwSE275aCu+3nFG6bKIiIiIGoxhnAAAg+ODMaxDsEPbK78dhsXiWr3jBq0ab9/YB3cOaweTRWLOV//gGwZyIiIiclMM42RXtXf84Lk8/LjnrELV1EylEnj86i54dlxXdArzweWXhCldEhEREVGDMIyTXbcoP1zTM9Kh7bVVR1Bmcs2VL28ZFIsf7x8KP08tAMBktiCvxKhwVURERER1xzBODh4Z3REalbDfP5VVhGVbTylY0YXpNNa3sJQST36/H5Pe3Ygz2UUKV0VERERUNwzj5CA22AtTB0Q7tL255igKSk0KVVQ3eSUmbE/OwpHUAkx4ZyP2peQqXRIRERFRrRjGqZr7L4uHh1Ztv59RUIbFfyUpWFHt/Dy0+PqewRjUPgjp+aW4/v1NWHMoVemyiIiIiC6IYZyqCfUx4I5h7RzaPlyfhIyCUoUqqhs/Dy2W3jYA1/WOQlGZGXcs3Y5PN59UuiwiIiKiGjGMk1Mzh7dHQPmFkQBQWGbGW2uOKVhR3eg0Krx2fU88MCoeFgk8uXIfvtx+WumyiIiIiJxiGCenfAxa3Deqg0Pb51tO4nSW618cKYTA7Cs64T8Te6BHGz+M7R6hdElERERETjGMU41uGhiNKH8P+32jWeL1P44oWFH9XN+/Lb6bNQTeeg0AoMxkQXZhmcJVEREREVVgGKca6TVqzB7d0aFt5e4UHDyXp1BF9acun6ZRSol53+zBde9uRHJGocJVEREREVkxjNMFje8dhU5hPvb7UgL/+e2QghU1TH6pCYdT83EioxDXvbsRO05mK10SEREREcM4XZhaJTD3yk4ObWsPp2NLUqZCFTWMr0GLFXcNQkKnEGQVlmHqh5vxy95zSpdFRERErRzDONVqVOdQ9I8NcGh7+bdDkFIqVFHDeOs1WHxLP9x4aTTKTBbc+8VOfLg+ye1eBxEREbUcDONUKyEE5l3V2aFt16kcrDrgfovqaNQqvDC+Gx67sjOkBF745SCnPiQiIiLFMIxTnfSNCcTll4Q5tL36+2GYzBaFKmo4IQTuSYjDG1N7Y0C7QFzbM0rpkoiIiKiVYhinOpt7ZSeUT04CADiWVoBvd6YoV9BFurZnJFbMHAgPnRoAUGI0Iy2/ROGqiIiIqDVhGKc66xjmg+v6tHFoe/2PIygxmhWq6OIJYf3rwmKReHjFbkx4eyOOpOYrXBURERG1FgzjVC8Pj+4InabibXM+rwRLNyYrV1AjKSgz4XxeCVJyijHx3Y3YeDxD6ZKIiIioFWAYp3qJ8vfA9EExDm3vJB5HbrFRoYoah69Bi2V3DsSVXcORX2LC9I+24tudZ5Qui4iIiFo4hnGqt1kJ8fApX2IeAHKLjXhv3XEFK2ocBq0ab0/rg9uHtoPRLDH7y39w65Kt2JeSq3RpRERE1EIxjFO9BXjpcHdCnEPbkg0nkJrn/hc/qlUCT/6rC54b1xWeOjXWHk7nkBUiIiJqMgzj1CC3DolFiI/efr/EaMHC1UcVrKhx3TwoFn8/NgoPXNYBNw+Mtbf/tu88Dp7LU64wIiIialEYxqlBPHUaPHhZB4e2L7efxj+nc5QpqAkEeukwe3RH+9SH+SVGzPt2D65a9Bfu/XwnZ10hIiKii8YwTg12Q/+2aBfsZb9vtkjc+cl2nM91/+EqzlgswITeUdBpVPh57zmMWbge9y/bhWNpBUqXRkRERG6KYZwaTKtWYf5VnR3a0vJLMfPT7Sguc9+5x2vi56nF09d0xfpHR+KWQTHQqlT48Z+zuOL/1uHhFbtRWGpSukQiIiJyMwzjdFGu6BqOu4a3d2jbcyYXj379D6SUClXVtML9DHh2XDesfTQBN14aDZUQOJqWD8/y4SxEREREdcUwThdt7pWdMapzqEPbT3vO4a01xxSqqHlE+XvgxQndsXZOAl6+rod9Nc/kjELM+2YPTmcVKVwhERERuTqGcbpoapXAoim90CHU26H9tT+O4Ne95xSqqvm0DfREtyg/+/031xzD8m2nMfK/ifj3d3uRklOsYHVERETkyhjGqVH4GLT43/T+CPDUOrTP/vKfVrdozn2j4nFd7yhYpMQXW05h5KuJeHLlvhZ7YSsRERE1HMM4NZroIE+8e1NfaFTC3lZsNGPmJ9uRlt96gmi7YC+8fkMvrHp4BK7tGQmjxYJPN5/E8FfX4psdZ5Quj4iIiFwIwzg1qoHtg/Dc+G4ObWdzS3DXpztQZm6ZF3TWJD7UG29M7Y3fHxqOq7tHwGyR6Nm2YjhLS73AlYiIiOpOo3QB1PJMHRCNw+fz8fHGZHvbrlM5+NikwehR0n6hY2vRMcwHb0/rg3O5xYjw8wBgDeK3fLQVXSJ8MXN4ewR562s5ChEREbVE7BmnJvHE1ZdgWIdgh7aNZ014f32SQhUpzxbEAWBfSh7+OpqB99cnYdh/1mL2it1Yse0UkjMK2WNORETUijCMU5PQqFV468Y+aF9phU4AeOW3Q1h9IFWhqlxH9zZ++OG+IRjVORRFZWZ8uysFj32zFwn/TcTAl/7kDCxEREStBMM4NRk/Dy0WT+8HX0PFaCgpgQeX78Kh83kKVuYaerTxx0cz+mPVw8Px1L+64Mqu4Qj00qG4zIxwX4N9vzs/2Y67Pt2Oj/4+gX0puTBb2HNORETUUnDMODWp9iHeeGdaX0xfstUeIgvLzLhj6XZ8f+8QjpWGdUx5xzAf3Da0HaSUOJdbAnX5jDQlRjMSD6fBaJb4fb/1Pwo+Bg36xwZiQLtAXNk1HLFV/vtARERE7oM949TkhnYIxtPXdHFoO5NdjHs+24kyk0WhqlyTEAKR/hVjy/UaFf54eAT+M7EHJvZpgzYBHsgvMWHNoTS8/Osh7DiZbd/3SGo+DmeZUWI0K1E6ERERNQB7xqlZ3DwwBmt3Hsba0yZ729bkLDy5ch9enti91c2wUldCCMQGeyE22AvX928LAEjJKca2E1nYciITg+KC7Psu3ZiMz7eW4LWdq9C7rT8ubReIAe2C0CfGH546fqsTERG5Iv6GpmYhhMC0S3Qo1vpic1KWvX3F9tPoGO6D24e2U7A69xLl74Go3lEY3zvKob1NgCfaeAucKbBgy4ksbDmRBeAYNCqBSX3b4OWJPZQpmIiIiGrEYSrUbDQqgXen9UVMkKdD+ws/H0Di4TSFqmo57kmIw/NDPbH7qdH44Oa+uGNoO3SP8oNFSvh6aO37JWcU4ub/bcHiv5JwJDWfUykSEREpiD3j1KwCvHT43/R+mPD2RuSXWoesWCRw/xe78N29QxAf6q1whe7P31OHK7qG44qu4QCA/BKjw9j8dUfS8dfRDPx1NAP4+SAi/AwY0TEEwzuGYEh8MPwqBXciIiJqWuwZp2YXH+qDN27sDVWlYeL5pSbcsXQbcorKlCushfIxaB1mrbmmZyQWTemF6/pEIdhbh3O5JVi+7TRmfb4TQ19eA5O5Iriz15yIiKhpsWecFDGyUyj+PfYSPP/zQXtbcmYRZn2+E0tvGwCtmn8nNpVALx3G9YrCuF5RsFgkDpzLw7oj6Vh/JB1+Hlpoys99mcmCUa8lom9MAIZ3CMGwjsEI9THUcnQiIiKqD4ZxUsztQ9vh8Pl8fLXjjL1t4/FMPPvjATw3vpuClbUeKpVAtyg/dIvyw70j42GptKDQ7tM5OJNdjDPZxfh+91kAQJcIX4zoFILhHULQNyYAOg3/aCIiIroY/E1KihFC4PkJ3dA/NsCh/dPNJ/HppmRlimrlVJXGDvWPDcCfj4zA09d0QUKnEBi0Khw4l4d3E49j6oebcSa7yL5vQanJ2eGIiIioFuwZJ0XpNWq8e1NfjHtrA1Jyiu3tC348gPYh3hgSH6xgda2bEAJxId6IC/HGrUPaocRoxrbkLKw7nI4jaQVoV2nlz+vf24QSoxnDO4ZgRMcQDGwfBA+dWsHqiYiI3APDOCku2FuPxdP7YeK7G1FUZl090myRmPX5Tqy8d4hD6CPlGLRqDOsQgmEdQhzaC0pNOJNdhLwSE5IyCvHxxmTo1CpcEuGDrlF+mNK/LXq08VemaCIiIhfHYSrkEi6J8MXCG3qh8kKcucVG3L50G3KLjcoVRrXy1muw88nR+PruQbh/VDx6tvGD0WLBP2dy8cWWU0jNK7Xv+/3uFMz56h98vOEEtidnoZDDW4iIqJVjzzi5jCu6huPRMZ3wn98O29uS0gtx/7Jd+Gh6P/ssH+R6NGoV+sUGol9sIB65ohNyi404cDYP+8/mone0v32/dYfT8e2uFHy9w3pfCKB9sBe6RflhYPsgTB0QrcwLICIiUgjDOLmUe0bE4cj5fKwsn70DANYfSceLvxzCU9d0UbAyqg8/Dy0GxQVhUFyQQ/sdw9qjd7Q/9qXkYd/ZXBxJzcfx9EIcTy9EbrHRHsaLykyYveIfdIvyRdcoP3SL9EOIj97ZUxEREbk1hnFyKUIIvDyxB05kFuGf0zn29o82nEDHMG9MYc+pW+sS6Ysukb72+6UmM46mFmBfSq7DwkQHz+Xht/3n8dv+8/a2MF89ukX6oWuUH266NBqhvpzznIiI3B/DOLkcg1aND2/ui3Fvb8C53BJ7+5Pf70O7YC9c2j7oAo8md6LXqO3znFcWG+SF16/vae9BP3A2D6l5pUjNS8Ofh9Jwfb829n0X/5WEjIIydI/yQ/coP7QN9ICofPEBERGRC2MYJ5cU6mvAh7f0w6T3NqLEaF2e3WiWuOfznfj+3iFoG+ipcIXUlIK89biuTxtc18d632KROJlVhH0p1qEtUf4e9n2/3nEGh87n2+/7eWjRLcoX3aL8MLJTKAbyjzciInJhDOPksrpF+eG1yb1w7xc77W1ZhWW4fek2vDm1DzqGebMHtJVQqQTaBXs5nebykSs64Z/TOdibkot9KbnILCzDhmOZ2HAsEwLCHsaPpeXjy+1n0K28Bz0m0NNhkSMiIiIlMIyTS7u6RwSOpnXAwtVH7W1HUgswZuF6hPjoMTguCEPigzEkPtiht5Raj9FdwjC6SxgAQEqJ83kl2HsmF/vO5mFYh4pFozYnZeGD9Un2+z56DbpE+qJ7+TCZf/WI4Iw9RETU7BjGyeU9eFkHHE0rwM97zjm0p+eX4vvdZ/F9+cwr7YK9MDguCEPjgzEoLgj+njolyiUFCSEQ4eeBCD8PXNE13GFb72h/PHhZB+w/m4u9KblIzSvFlhNZ2HIiCz4GDcb1irTv+8H64wjxsV4w2j7EG2r2oBMRURNhGCeXJ4TAfyf1xNmcYuw6lVPjficyCnEioxCfbzkFIYCukb7WXvO4YPSPDeTy7K1c10g/dI2suFA0Lb8E+1PysDclF0azxT7kqdRkxqu/H4bRLAEAnjo1ukT4omukL6KDvOBVaFGkfiIiapkYxskteOjU+PKuQVi+7TTWHkrDlqRMFJaZa9xfSlhn4kjJw/vrkqBTq9Anxh9D44MxOD4YPaL8OCShlQv1MSC0swEjO4c6tBvNEg+M6oC9KbnYfzYPKTnF2H4yG9tPZgMAZvWqmILx080n8dmmk4gK8ECbAA9E+XuU3/ZEmwAPBHtzbnQiIrowhnFyG1q1CjcPjMHNA2NgNFvwz+kc/H0sAxuPZWLnqWyYLLLGx5aZLdiclIXNSVnAqiPw0WtwafsgDIm3DmuJD+XFoGTlrdfg/ss62O9nFpRi39k8HDpnDeZt1Wn2bcfTCnA4NR+HU/OrHSfc14DN/77Mfv+lXw7C10NrD+1tAjwR6qPnRaRERK0cwzi5JW2l5dcfuhwoLDVha3IWNhzNwIbjmTh4Lu+Cj88vNWH1wVSsPpgKAAj10WNIfLD9gtBIXgxK5YK89RjRMQQjOoYAABITE+3bZl/REZP6tsGZ7GKk5BQjJbsYZ7KLkJJTjLBKixKVmSz44K8kyCp/L2rVApH+Hpg7pjOu7hEBADidVYRzuSWIDfZEiLeefyQSEbVwDOPUInjpNRjZKRQjO1mHHGQUlGLT8UxsPJ6Bv49l4HRW8QUfn5Zfiu92peC7XSkAgPbBXhgSH4xpA6PROdz3go+l1svXoHW6aFFVFinxzLVdraE9uxhncoqRkl2EjIIynMwsQuXO8V/3ncOLvxwCYO2ljwnyRGywF9oFeaF9iBeu69OmhmchIiJ3xDBOLVKwtx7X9IzENT2tM2ScyizChuMZ2HAsAxuPZyKrsOyCj0/KKERSRiGWbT2Fhy7vgHsS4jmjBjWYQavGLYNiq7UXl5mRklOMUN+KseUBnjr0bOuP5IxC5BYbsf9sHvaftf6nJ8LP4BDGb/t4G7z0GrQrD+y20B7gxZmEiIjcBcM4tQrRQZ6IDorG1AHRsFgkDp3Px4ZjGdhwPANbkrJQbHR+MajJIvHfVUew7kg6Xr++F1f+pEbloVMjPtTboW1yv7aY3K8tACC7sAwnMguRnGH90Fa66Li4zIw1h9LgjJ+HFguu7YIJva3B/WxOMdLzSxEb7AU/D20TvRoiImoIhnFqdVQqgS6RvugS6Ys7h7dHmcmC3faLQTOw+3ROtYtBtyVnY+yiv/Ds+K4Y3yuK43ipWQR46RDgpUOf6IBq2zRqga/vHoQTGYVIzixEckaR/XZusRHe+orQ/f3us3jlN+vQl0AvHWLLe9LbBngi3M+AqQOi7fseOJsHg1YFb4MGvgYt9BoV3+9ERE2IYZxaPZ1GhQHtAjGgXSBmj+6IglIT/jyYimd+POAwnCW/1ISHV/yDPw+m4YXx3eHnyR5GUk7li5grk1IiPb8U3oaKH+/eejU6h/sgObMQWYVlyCosw87yOftjgjwdwvgN729Cfqmp0vMIeOs18DFoce/IONzQ37rvP6dz8M3OM/AxWLdZ97EGeB+DBr3a+tunD5VSMtATEdXArcO4EOIyAPcBGAQgAEAmgL0AFkkpf1GyNnJf3noNxvWKwqC4IMz9eg8SD6c7bP9pzznsOJmN167vicFxwTUchUgZQgiEVprJBQBuHhSLmwfFwmKRSM0vwYmMQpzMLMLZnGJ46St+DUgp0T7EC7nFRuSXmJBfakKZyYLsIiOyi4woNVUseHQ4NR+fbDpZYx2HnrsSmvJ1tm54fzOSMgrRNtAD0YGeaBvgibaBHmgb4Im4UG+HmWeIiFobtw3jQoj/AHgUwBkAPwDIABACoC+ABAAM43RRQn0MWDKjPz7dfBIv/HzQIYicyy3BtMVbMHNYe8y+oiP0Gq7uSa5PpRKI8PNAhJ8HBsdV3y6EwPf3DXVoKzWZUVBiQn6JCf6V/hvUu60/nr6mi3VbqQn5JUbklZhQUGJCUZkJek3F+Pa8EiMyCkqRUVBabRXdKf3b4uWJPQBYL7R+a+1RmHLLkOufgjbloZ1TPBJRS+aWYVwIcSesQXwpgJlSyrIq2zl+gBqFEAK3DIrFoPZBeHD5bhyoNH+5lMD765Pw19EMLJrSCx3CfBSslKhp6DVq6L3VCKqymmiHMJ86v+d/fmAYUvNKcCqrCKezinA6uxhnsopwOrsIXSMrpg49kpqPL7efAQB8e3S3vd2gVaFNgCc+uW2AfQ2AfSm5AKwXZ/sa+COfiNyX24VxIYQewAsATsFJEAcAKaWx2QujFq1DmA9W3jsEr/1xGB+sd1y85cC5PPzrzb8x/6rOmD44lj14RFWoVdbFjSL9PTCwfVCN+3UK98Fz47th4z+HIbyDcDqrGKezi5BTZMSxtAIEeFZM2fjCzwexKSkTgHX2GNuwl0h/D/SPDcSV3cIBALlFRvx9LAOeejU8tWp46jTw0KnhWf7hY9By2lIiUpTbhXEAo2EdjrIQgEUIcTWAbgBKAGyVUm5SsDZqwXQaFeZfdQkSOobikS9342xuiX1bqcmCBT8ewNrD6Xh1Uo9qY3aJqHZtAz1x88AYtC05gYSEvvb2vBIjzuYUw0NXMRwsJsgTGQWlOJ1dhNxiI3JTjNiXYv3PVYnRbA/jJzILce8XO2t8zh/vG4rubayLNr3060Gs2p8KD601qFeEdg3iQ71x78h4ANax9Z9uPokgLz3C/QyI9Dcg1MfAUE9EDeKOYbx/+ecSALtgDeJ2Qoj1ACZJKdOrPpCoMQyKC8KvDw7HE9/vw4//nHXYtu5IOq5c9Bdevq47rugarlCFRC2Lr0EL33DHoSi2ceZSSmQUlOF0tnUITGpeicOqud56Na7sGo4ioxlFpSYUlZlRbDSjqMx621NfEfDP51ovbnWmX0yAPYyXmix46vv9DtvVKoFQHz0i/Ax48PKOGNExBACQklOMtLwSRPp7INhbz8BORNW4YxgPLf/8KIADAIYB2A2gHYD/ArgCwFewXsRJ1CT8PLV4Y0ovXNY5FE+u3OcwFVxWYRlmfroDU/q3xZP/6uIwWwURNS4hBEJ89Ajx0Tudjz0+1Afv3dzXySOre/qarnjgsg4oLjOjqMwa2G23Ky+WJCUw7dJoZBSU4lxuCc7lliA9v+J2WaWLvVfuSsGrvx8GAGhUAmG+BkT4GRDuZ0BskBfmjOlk3ze7sAx+HlqoGNiJWhUhpax9LxcihHgfwEwApQA6SymTK23zBHAYQBsAg50NWRFCzCx/PMLCwvouX77cvq2goADe3t5VH0KNpKWe3/QiCz7cW4oj2ZZq28I8Be7qoUd7/+aZbaWlnmNXwnPc9NzxHJssEtklElklElHeKnjrrIF6zSkj1p0xIbvEgrwqVziFegr8Z3jFqr73/VmIYhMQYBAILP8IMKjgpxPoGqxGWx/rDDVZJRacL5TQqgCdGtCpBHRq65zwOhWgV6PWa1fc8Ry7G57jpuVu53fkyJE7pJT9nG1zxy67nPLPuyoHcQCQUhYJIX4HcDuAAQCqhXEp5QcAPgCAfv36yYSEBPu2xMREVL5Pjasln9/rrpR4b91x/N8fRxxW70wtknhhaykevKwDZiXE2RdBaSot+Ry7Cp7jpteSznFCpdslRjNS80rKe9CLISCQ0DsKAFBmskD3158oMJYho1gio9j2c8QMAHihSzckXBoDAPhiyyn8J3Fvjc+Z9OJYe+/6jCVbcTy9AAaNGgatGgatCgatGgW5JZg0pB2mlR8zNa8En28+CX9Pnf0/DbYPH72GF6Y3QEt6H7uilnR+3TGMHy7/nFPD9uzyzx5NXwqRlVolcO/IeAzrEIyHlu9GUqVxp2aLxOt/HMH6I+n4vxt6oW2g5wWOREQtlUGrRkyQF2KCvKpt02lU2PnkaJQYzTifW4KzucU4l1OC83klyCgoxSURFePgg711GNg+ECVGC0qMZpSarJ+LjWZYLNJhmMvZnGKczip2Wk+3c/n22yk5xXhjzTGn++k1Knxzz2B0i7Je6PrDP2dxPK3AMbR7Wz8btFxzgai+3DGM/wlAAugihFBJKauODbBd0HmiecsiAnq08cdPDwzFCz8fxOdbTjls234yG1ct+gsLru2KiX2i2NNERNUYtGrEBnshNrh6YLe5omt4nS8Q//yOgSgqM6HEaEGx0YyS8o8du/dgTP+29v3CfA148LIOyCkqQ3pBKdLzKz4Ky8wI8KqYVvLXvefw677zTp9vWIdgfHr7pQCsC0a9/OshBHs7hvZQHz0CvXRN/p9CInfhdmFcSnlSCPEjgGsBPAjg/2zbhBBXABgDa6/5b4oUSK2ep06DFyZ0x6jOoZj79R5kFlYMFC0oNWHOV/9g7aE0vDChG/wrzZtMRNTYQnz0APTVN5zT2Hu6ASDK3wMPj+7o9BiFpSZ4VOrxHtcrCh1CvauF9vSCUnhXumA9o6AMSzYk11jbx7f2R0In65wMH6w/juVbT0OnUUGvVUOvsQ6n0WtUCPc14LnxFROnvbXmKMwWQK9VOeyn16hxSYQP2odYxxHnFhtxPrcEPgYNAr107LUnl+V2YbzcvQB6A3i9fJ7xXbDOpjIe1gF2d0gpc5Urjwi47JIw/PbQcMz9+h+sPew40+bPe89hx8lsvHZ9TwyJD1aoQiKi2lWdEerKbuH2edwrk1KitNJMMl46NZ64+pJqoT2joBRZhWXQayrCcVpeqcPwvspigxyH9r23LgkFlWawqmzeVZ1x9whrGF9/JB33L9tl3+ahVSPQSwd/Ty0CvXR468Y+9lly1h5KQ2GZCYGeOgR46RDgqUOAl9ahRqKm4pZhXEp5RgjRF8BTsPaQDweQB+BHAC9JKbcqWR+RTYiPHh/N6I/PNp/E8z8fdPhFdT6vBNMWb8Gdw9phzphO/KFPRG5NCOHQ++zvqcMdw9o73bfqTG73jozH1EujUWq0oNRkRkmlz3qN43CW+0bFo6jUZB8rX/lzXEjF7BoeWjXiQ72RV2xEdlEZio1mpOQUIyWn2L7d5q21x7DjZDaq8tKpMalvGzwzztozn5ZfgncTj5eHdV15eNciwNMa8oO99dBy+A3Vk1uGcQAoX9Tn/vIPIpclhMDNg2IxKC4ID63YbV8l0ObDv05gxbbT8NZroNWooFEJaNWq8g/H2xq1Cjq1Chp7u/WzRqWCViNw9kwZ/jEdhVYjoFVVf4y/pxZ9ogM4PIaIFFX1mpkAL53DuPQLuXtEXJ32u7xLGC7vEgbAGv4Ly8zILixDVmEZcoqN0FUK+UPjgxHmq0dWYRmyC43IKipDdmEZCsvMDsdMyS6+4NCbn+4fah/+8/nBUjy2cTU8tGp46DTw0KrgqdPAoFWjU7g3Hh3TGQBgsUi8k3gMBq11tVdPnbr8tvWjXbAXgrytQ43KTBZISHbetDBuG8aJ3E18qA++vWcI/m/1Eby37jgqdwzllZiQV+L83671dvzIBTcLAXSN9MXguGAMjgtC/9hALkxERC2aEALeeg289RqnM1o5Gy8vpURBqQmVZqtFhJ8Hnrj6EmQXlSGr0IicImu4zy4qQ06R0WHMfH6ZRGpeqdN6cosrriUqNVnw31U1/9x+bXJPTOzbBgDw2eaTePanA9BpVPA1aOHnoYGfhxa+Htbe+dev72n/Q2fV/vOwSAlfD235vlr4eWrhrdM068JSJrP14uFi++q3ZrQN9LSfq71ncnHwXB68DRoEeOoQ6FXx34bW8l8G/gYmakY6jQqPXdkZIzqG4JEv/7H/u7Q5SQnsS8nDvpQ8fLA+CRqVQO9ofwyKC8aQuCD0jg5w6DEiImqNhBDwMWgd2sL9DDUOvalqelc9Fs4YhKIyE4rKrLPYFJWv6OprqIhfQgCzEuLsgbWoPLTawmuYr8G+r9kioVEJlJksyCiwjr+38fPQOvzH4fmfD+JUVlG1ulQCuCchzt4zf/BcHt7486g1rJcHe2uA18BDq0ZCp1D774SVu1JwLK2gvEaTQ729owMwu/yPmtNZRbj6jb9QYrSgzFx9QbzPbr8UQztYr5f6ae9ZvL8uyek5bB/ihTWPJNjvL/hhPzQqgQAvHdLPGFGy7zwCvXQI9NIi3M/D4Y8hd+KeVRO5uYHtg/DLg8Pw/E8H8P0/Zx2Wz25uJovEtuRsbEvOxht/HoWHVo1+sQEYEm/tOe8a6Qc1l+cmIqoXD41AuJ+h1v0MWjXmXtm5Tse8c3h73DGsHUpNFuQWG5FbbERe+WdjldA7qnMoUnKK7dvzio3IKzGhoNTkMMzldFZRjVNVAsD2Jy5HcPkwmZW7U5BYZUICm8pj+3Ualf2/vUIAnuVDdTx1anho1dCqK36n9Grjj+v6RKGw1OQwRCi7qAy6Sj3jUkp8sfWUw+/Lj/fvsN/+99jOmDncOoQp8XAa3lxzDAGe2kq97dYx/hP6RLlcjzvDOJFC/Dy0eHVyTzw7rhvySowoM1lgskgYzZbyDwmT2dqrYDJLe5ttu8ksy7eVt1ssOHosCW2iY6o8xrq9zGTB0bQCHDyXd8G6io1m/HU0A38dzQAA+Bo0GNg+yB7O40O9OUc6EZFCbBfKGrRqh17zqhZc29Vpu8lsgbnSOMmebf3x1o29kVdssob2korwXmI0o/JP+/G9otAnOqB8HLzaHq49dI61hHjrsevJ0fDQWaedvNDvjKu6R+Cq7hHV2i0WiWJjxZh9KYHnx3ezjvsvKsOBY6eg9w1Cdnl4D/erWOvxdFaR0wtyhYB9yI8rYRgnUpiHzvqDrDEk4gwSEjpdcJ/MglJsTsrChuMZ2HQ8EydqmE7MJq/EhFUHUrHqQCoA6wwxg+OCMCQuGIPjg9AmgCuKEhG5C41a5RD+wnwN+FePyDo9dnzvqDrtpyofSnIxVCrhcD2TSiVwfb+KhaoSE1ORkNDP6WPHdo9A5wjf8gtyreE9p8iI4jKzS/6nl2GcqJUJ8tbj6h4RuLqHtSciJacYm45nYuOxDGw4nlHjBUc26fml+H73WXy/+ywAIDrQE0PigzCo/IJQ278ziYiIlBDkrbfPQOMOGMaJWrkofw9M6tsGk/q2gZQSSRmF2HgsAxuPZ2JTUiZyiowXfPyprCKc2lqEZVtPAwA6hflgcLx1lpbe0f6IqPSvQyIiInLEME5EdkIIxIV4Iy7EGzcPioXFInHgXB42HreG860nslBUZd7dqg6n5uNwar59Lt4wXz16tvFHr2h/9Grrjx5t/N32inciIqLGxt+IRFQjlUqgW5QfukX5YebwOJSZLPjnTA42HsvEhuMZ2HUqG0azvOAxUvNKHcacqwTQIdQHvdpWBPSOYT4uOY6PiIioqTGME1Gd6TQq9I8NRP/YQDx4eQcUl5mxLTkLG49nYuPxDOxNyYW8cDaHRVb0nq/Ybh3a4qlTo3uUH3pF+6N3W3/0ahtQpynBiIiI3B3DOBE1mIdOjeEdQzC8YwgAILfIiM0nrMNZdp/Owb6UXJTWYQ71ojIztpzIwpYTWfa2cF8DerX1R8+2tuEtflwplIiIWhz+ZiOiRuPnqcWYruEY0zUcAGA0W3DoXD52n87GrtM52H06B0npF55K0eZ8Xgl+238ev+23LkahEkDHsPLhLeVDXDqEcngLERG5N4ZxImoyWrUK3dv4oXsbP9w8yNqWW2TEP2eswdz2kVVYVuuxLBI4dD4fh87nY/k26/AWL50a8WE+1iWcDRr4GLTw9dDA12C9b13S2drmY6i47aFVc+EiIiJyCQzjRNSs/Dy1DkNbpJQ4nVWMXaezsft0Dv45nYN9Z/McljyuSWGZGf+czql3DRqVgE+lsO5j0NiDuvV+pVDvYd3uY7CG+MxiCzILSu0r4LFnnoiILgbDOBEpSgiB6CBPRAd5Ylwv6+puZSYLDp3Ps/acnyof3lLLSqH1YbJIZBcZkV3LHOo1WrfaflOjsi1NrYJeo4Zeq4JBY71v0FqXgrYF9+r7VN5e8TnS3wMdQ32gYtAnImrxGMaJyOXoNCr0aGOdk/yW8uEtOUVl+OdMbnk4t/aiNzhMNyKTRaKg1ISCCy9cWm++Bo115pp2gRjQLhDdIv2g06ga90mIiEhxDONE5Bb8PXUY0TEEIyoNbzmTXYzUvBLkl5iQV2JEXrERefbbJuSXlN8vNjrcrssML0rLKzHhz0Np+PNQGgDAoFWhd9sADCgP572j/eGp449wIiJ3x5/kROSWhBBoG+iJtoGe9X5sqclsDfDFxkpB3hberbfzSoz2fWy3S00W5BYUQao0KDFaUGIy1zqvemMpMVqwKSkTm5IyAViHx3SL8rOG89hA9IsNgL+nrnmKISKiRsMwTkStjl6jht5bjWBvfb0fm5iYiISEBADW3nmjWaLEZEaJ0YxSowWlJrM1qBsrPpeayu+bHNtKjeaK/UzWxxeUmrA3JRe5xRcegmOySPtsNB+sTwIAdA73Qf/YQHvveZgvF04iInJ1DONERA0khIBOI6DTqOBr0DbacS0WiSNp+dhWvhDS1hNZSMuvfVC6berHTzefBABEB3rae84HtAtETJAnp3QkInIxDONERC5GpRLoHO6LzuG+uHlQLKSUOJVVhK3lwXxbchaSM4tqPc6prCKcyirC1zvOAABCfPQO4bxTGGdsISJSGsM4EZGLE0IgJsgLMUFemNyvLQAgLa8EW5Oz7L3nh1Pzax2/np5fip/3nMPPe84BADy0avh6aGDQquFRafpFD60aHjq1dfpFnW2bqtI+6op9yqdk9KjarlHDoFNBp1axN56I6AIYxomI3FCorwH/6hGJf/WIBGBd2XT7ySxsTbb2nu89kwuT5cLpvNhoRrHR3KR1qoQ19If46NEhzAcdw7zRMcwHHcN80D7EC3qNukmfn4jI1TGMExG1AH6eWlx2SRguuyQMAFBcZsauU9nW3vPkLOw8mdPkwdsZi7SulFqYWYTkzCL8cSDVvk2tEogJ8kTHUB90DK8I6rX9EUFE1JIwjBMRtUAeOjUGxwdjcHwwAMBotmBfSq59zPnWE1nIKzEpWqPZIpGUXoik9EL8tv+8vV0tgPa711kDeqg1pHcI80FskCc0ai58REQtC8M4EVEroFWr0Ds6AL2jA3DXiDhYLBK5xUaUmMwoLrMOV7FNu1hcZra3l5gsKLFvr/hcYrRUelzlbRbr5/JjGM317+U2S+BoWgGOphXgZ5yzt+vUKrQP8Sof5uJdPuzFB9GBnlDzQlQiclMM40RErZBKJRDg1fSLBBnNFhSVmpGcWYgjqfk4mlaAI6n5OHI+H2dzS+p1rDKzxT59Y2V6jQrxodYhLu2DvaBRqyAhIaV1LniLhPU2rLchJSQAi7TuYynfBlnRVnm7LN9f2raX3/bWqxHkrUeglw7B3joEedlu6+Gh41h4IqobhnEiImoyWrUKfp4q9PT0R8+2/g7b8kuM1h7w1HwcSS0P6an5SM2rfU71ykpNFuw/m4f9Z/MasfKL46lTI9BLhyBvPYK9dAjy1iHQS28N7eW3g8qDe6CXDjoNh98QtVYM40REpAgfgxZ9ogPQJzrAof3nP9YirENPe0A/mpaPw+cLkFFQv5CupKIyM4rKinEmu7hO+/sYNAj2tgZ0e4j3tt4O9NIhwFMHf08t/D108PPQwseg4RzxRC0EwzgREbkUL61Av9hA9IsNdGjPLiyz9p7be9OtPepZhWUKVdp48ktMyC8x4URGYZ32VwnA10MLfw8t/Dx18PfQlof1Kvc9tfDz0FVs89DyIlgiF8MwTkREbiHAS4dL2wfh0vZBDu0ZBaXWHvTUApzNKQYEICAghDW0CgioBAAhIACohHWbAOy9y9Z9HbfDyb7Ww1g35pUYkVVQhszCMmQUlCKrsAyZBWXILCxt0IWr9WGRQE6RETlFRqAOq7FW5qPXQCfMCN/zV0Vve3lY12vUFedNCKiEKL9tOxfW+/bzUum+7TG2c6hSVTzG3lbpMVqNdVEorVoFrVpAq1ZBp6m4b9+mKd+uUvG/AdQiMYwTEZFbC/bWI9hbj8FxwUqXAsB6wWdeiak8nJcio6DMfttZcM8qLENzTq2eX2qd0jLThcbY15VGJSrCuj24Ow/zWrU17Ou1Khg0auirrSRrXT3WttKsQaNyWGHWtl1faZVZLf+rQE2AYZyIiKgRCSHgVz4kpF2wV637WywSOcVGx+BeaLttDeu5xUZ7T3husREFpcrOEa8Uk0XCZDGj2KjM86tVwiG02wO9Vg1Pndo+dMjfU4uMs0akeZ8uv19pqJCnlivPkgOGcSIiIgWpVMJ+oWaHsLo9xmi22AN6bnGZPaTnFBmRU2xEblEZcpzczy02QnKB0wYzW6R1Rdmyuq1mu+LwHqftHlp1+Xh+rX2okL+ntny4kGNwt9/31MJDq7YPk6qpPqPZYv2jxWyB0SxhslhgMle0G23tF9huKm8XEPD31Nrfn0Feevh6aC5YA9UfwzgREZGb0apV9uE59WGxSOSXmvD72r/QuUcfx7BeZITRIsvnZq80P3ul+5XnXrfdt1TZp8bHQMJisd43WySMFgmjyVIeDi0oM0v7baOpyv3y4NhSFBvNKM4141w959rXqVXw89RCLQRMFsdQbbRYmuUPLU35GgW2mX8q37Z+1tvDu3UmIF40XBuGcSIiolZCpbIOoQn1VKFHG3+ly6kXKaU1dNrDe3kINVW5bw/zFpSVf7atJltaeQXZSrdLTObybRaHVWVLjBaUVlqN1tycg/udKDNbkJ6v7BSfJotEen5pnesQAvDz0FYK65U/Kqbz9DFo4KUv/9Cp4aXXtJox+gzjRERE5PKEENBphKILJBnNlooAXyXMF5aakFtcMVxo35EkeAeFIbf8vw85RRVj/00Kh/rmJCvN/JOUXrepO210ahW89Gp46jTw1mvgqVdbP+vUKMguxZ85+xzCu5e+/LPOGuo9dWqHx9U2zEcpDONEREREdWCbvcXHUPu+ieoUJCT0qtYupXXceU5R1bH+le+XVRpCZN2WXWREmclywecUAtCqVNCohX3mGevtihlmNOWzzWhUotLtis8a234qAbOUyC60XVRs/VxUx/HyjaHMbEFZkQXZRc6v2N1w9mS9jicE4KWzhvQ/HxkBH4O2Mcq8aAzjRERERM1ECAFvvbWnt01A7ftXVmI0I6fICIuU0JTPxa4pD85atQrqZpiHvcRoRpZDQC9FZkEZsovK7FN2Vt6eq9TUN05ICRSUmlBQaoJB+//t3Xu0HFWZxuHfS4BwSUhCwEEkmoDgQlAUYZQol+B4B3EE15LxAqio46DAiBcUJOhSQVRQEBUFAiOKgsKoRBgMJBgQFSUiotwDKOESIIGckMsJ3/yx94GiUn3SnZzu6nP6fdaqVZxde1ft/nqn+bp6V1X33NHGybiZmZnZMLDRBqPYaly9SeRGG4xi6/Ebs/X4jZuqv3LVUyxauvLpW3Y+najnBP6RvhU81reCvpwkL12xiiXL++lb3t+2++8P3I++WzgZNzMzM7O22GDUemw5djRbjh0NjG26XUSwvP8p+pb307d8FX0rUoLetyLNz//jn29m0pQXPv33QBK/dEU/S5avYmkhuU/t+lm2Mk3zGTO6u9Lf7uqNmZmZmfU8SU8/UGnimNW3b/LIrezz6ikt7bN/1VMsXbmKZR2c994MJ+NmZmZmNuKtP2o9Nhu1Hpt1yYWbA7pnwoyZmZmZWY9xMm5mZmZmVhMn42ZmZmZmNXEybmZmZmZWEyfjZmZmZmY1cTJuZmZmZlYTJ+NmZmZmZjVxMm5mZmZmVhMn42ZmZmZmNXEybmZmZmZWEyfjZmZmZmY1cTJuZmZmZlYTJ+NmZmZmZjVxMm5mZmZmVhMn42ZmZmZmNXEybmZmZmZWE0VE3X2ojaSHgXsKRVsAC2vqTi9wfNvPMW4/x7j9HOP2c4zbzzFur+EW3xdExJZVG3o6GS+TdENE7FZ3P0Yqx7f9HOP2c4zbzzFuP8e4/Rzj9hpJ8fU0FTMzMzOzmjgZNzMzMzOriZPxZzur7g6McI5v+znG7ecYt59j3H6Ocfs5xu01YuLrOeNmZmZmZjXxmXEzMzMzs5o4GTczMzMzq0nPJ+OStpF0jqT7JS2XNF/SaZIm1N23OuTXHw2WBxq0mSpppqRHJT0p6SZJR0kaNchx9pM0W9JiSUsk/U7SIWvo2yGSfp/rL87t91vX19wOkg6SdLqk30h6PMfvB2to05VxlDRK0tG5P0/m/s2UNHXNkWifVmIsafIg4zokXTjIcdoeL0kbSzpR0q2Slkl6SNJPJO3YWlSGjqSJkj4g6RJJd+TXsljSXEnvl1T5/w+P4+a1GmOP47Uj6WRJsyTdV3gtN0o6QdLEBm08jlvQSow9jitERM8uwHbAg0AAlwInAVflv/8OTKy7jzXEZD6wCJhesRxTUf8AoB9YApwNnJJjF8BFDY5xRN6+EPgWcCpwXy77aoM2X83b78v1vwU8ksuOqDtuFf2dl/v2BPC3/N8/GKR+V8YREHBR4d/EKbl/S3J/DxgOMQYm5+3zGoztg+qKFzAamJvb/AE4GfghsBLoA15ZU3w/nPt0P3AB8GXgHNLnQwAXk6878jjuTIw9jtc6ziuA63NsTwJOz30M4J/AJI/jzsXY47jitdX1xnXDAlyRA/7RUvnXc/l36u5jDTGZD8xvsu5mwEPAcmC3QvlGwHU5hu8stZkMLMv/gCYXyicAd+Q2e5TaTM3ldwATSvt6JO9vciuvswNxnAZsnz8M9mHwRLFr4wgcnNtcC2xUKN899/chYOwwiPHkvH1GC/vvSLyAY3Obi4D1CuUH5PK/Fss7GN99gf3Lxwa2Au7NfTvQ47ijMfY4Xrs4b9Sg/Iu5b2d6HHc0xh7H5ddXx5vWDQvprHgAd5cDC4wlfXPqAzatu68djst8mk/G35djeF7Ftn3ztjml8s/n8hOb3R9wfi4/rKJNw/11y8KaE8WujSNwTS6fVtGm4f66MMZr8+Hf9niRvkjck8unVLRpuL+a4/2Z3K/TPY47GmOP46GN8S65X1d6HHc0xh7HpaWX54xPy+v/i4inihsi4gnSN6lNgFd1umNdYLSkd0v6jKQjJU1rME9u37y+vGLbNcBSYKqk0U22+VWpzrq0GU66Mo6SNiKdjVgK/KaF43SzrSV9KI/tD0l66SB1OxGv7YDnA7dFxN1NtukGK/O6v1DmcTy0qmI8wON4aOyf1zcVyjyOh1ZVjAd4HGfrD/UOh5EX5fVtDbbfDrwe2AGY1ZEedY+tgP8pld0t6bCImFMoaxjDiOiXdDewE7AtaU7vmtoskNQHbCNpk4hYKmlT4HnAkohYUNHX2/N6h2ZeWJfq1jhuB4wC7oqIqoRgOMb+dXl5mqTZwCERcW+hrFPxauZzqNymVpLWB96b/yz+j9HjeIgMEuMBHsdrQdIxwBhgHLAb8BpSknhSoZrH8TpoMsYDPI6zXj4zPi6vFzfYPlA+vv1d6SrnAq8lJeSbAi8Bvkv6WelXknYp1F2bGDbbZlxpPZLfp26N40iK/VLgC8ArSPM4JwB7A1eTprjMyh/4AzoVr+EY45OAnYGZEXFFodzjeOg0irHH8bo5BjgBOIqUJF4OvD4iHi7U8TheN83E2OO4pJeTcasQESdGxFUR8WBELI2ImyPiw6SLWjcmXelsNqxExEMR8bmI+FNELMrLNaRfv34HvBD4QL297H6SPgZ8nHRngvfU3J0RabAYexyvm4jYKiJEOtn0dtLZ7Rsl7Vpvz0aOZmLscby6Xk7Gy99UywbKF7W/K8PCd/J6r0LZ2sSw2TaLS+uR/D51axxHfOzzz5ffz392amyva5taSDoC+AZwC+kCpkdLVTyO11ETMa7kcdyafLLpElLyN5F0Md8Aj+MhsIYYN2rTs+O4l5PxW/O60dyf7fO60dyhXjPwE1Pxp6OGMcxzHqeQLj66q8k2z837/0dELAWIiD7SPUrH5O1lI+F96tY43gmsArbN/WimzXC02tjuYLyGxeeQpKNI9w2+mZQkVj0AzON4HTQZ48F4HLcoIu4hffHZSdIWudjjeAg1iPFgenIc93IyfnVev16rP+VsLPBq0rym6zvdsS41cFeZ4gfQVXn9xor6e5HuRnNdRCxvss2bSnXWpc1w0pVxjIhlpPvqbgLs2cJxhpuqsQ2didedpPtJ7yBpSpNtOkrSp0gP2JhHShIfalDV43gttRDjwXgcr52t83pVXnscD71yjAfTm+N4qO+VOJwW/NCfcjx2pOK+6qSLN2/PMflMoXwz0rfYVh6OMIUeeOhPqf/7MPg9sLs2jjT30ITNhkGMd6XiQQ2ki5WX5bZT64gX3f2wlONzH24ANl9DXY/j9sfY47j1+O4AjKsoX49nHkhzrcdxR2PscVx+7Z1+07ppId365sEc4EtJjyK+Kv99KzCx7j52OB7TSY8Wvww4k/QY2IuBJ3NMLgM2LLV5G888Nvj7wFcoPDaY0uOyc5uP5u2tPDb4a3l78TG4C3PZao/BrXvJcZmRl8tzP+8slH21on7XxZFnP074b7lf3fL45aZjDMwm/cx5UX7dp5JuWRp5Oa6ueJEev3xtbvMH0p00an+MOHBI7lN/fu3TK5ZDPY47F2OP47WK8VGk/4ddCZxF+v/8OaTPigAWAC/2OO5cjD2OK15bHW9cNy3AJNLt/BYAK0hPXzqNwjevXllItxb6Uf7QWZQH38P5H9h7qz6AcrtXAzOBx/I/yL8ARwOjBjnW/sAcUvLflwf9IWvo36G5Xl9uNwfYr+64Nejr9MIHS9Uyf7jEkfQ8gqNzf57M/ZtJ6cxFN8cYeD/wS9ITZpeQzorcC/wY2LPueJF+Sv086Reo5fnf3UWUkoQui28Asz2OOxdjj+O1ivHOwBmkKUALSUnY4hyL6TT4NcLjuH0x9jhefVE+sJmZmZmZdVgvX8BpZmZmZlYrJ+NmZmZmZjVxMm5mZmZmVhMn42ZmZmZmNXEybmZmZmZWEyfjZmZmZmY1cTJuZmZmZlYTJ+NmZl1C0mxJbX34g6QZkkLS5HYex8zMmuNk3Mx6nqTdJJ0r6S5JT0p6XNJfJJ0i6XlDeBwnwm0gaXKO64y6+2Jm1ion42bWs5ScTHq88ruBvwPfBM4GlgLHALdJOqhDXXovsGObj3FsPsY/23wcMzNrwvp1d8DMrEbHA58E5gP7RcRfixslHQj8ALhQ0usi4up2diYi7m3n/vMxFgAL2n0cMzNrjs+Mm1lPylNFjgdWAm8tJ+IAEfFT4GhgFPBtSesV2h+ap0YcKuktkq6T1CfpMUkXS9q+dLwADsl/3p3bhqT5hTqrzRmXtE+uNz1Pp7lc0uJ8nJ9KmpTrbSvpQkkP56k2V0vapeJ1rzZVRtL8Qn+qlhmlfWwi6VhJ8/JrXiLpt5IOrjhesf//KukySY82M11H0lhJx0u6OU8dekLSnZJ+LOkVuc504O7c5JBSvw8t7e8NkmZKWihped7XKZLGVxx7fl7GSTpD0j8lLZN0i6SPSVJFm7dKmiVpQd7//ZLmSPrIYK/TzHqbz4ybWa86jPQZ+JOI+Msg9b4PfA54EbA3UD47/nbgTcAlwGzgZcCBwDRJUyPi1lzvROBtwC7AN4BFuXwRzdkd+BQwB/ge8JJ87J0lHQDMJU2zOR94Qd52paRtI2LJGvZ9GjC+onx/YFfSlB0AcuJ6FfBy4E/AOaQTO28Afihpp4g4rmJfe5CmyMzNbbYAVjTqUE52LwemAr8lvQ/9wDbANOA3wB9JMR8PHAn8Gbi0sJt5hf2dAEwHHgV+CTwEvJQ0FenNkvaIiMdL3dgQ+HXe/4X57wNJ79+LgP8q7P+DwHeBB4BfAAuB5+RjHAac2ei1mlmPiwgvXrx46bkFmAUEcHgTdS/IdY8rlB2ay4I0xaVY/8hcPqtUPiOXT25wnNnpY/lZZfsUjvOu0razc/mjwGdL247P245spQ+Feq8j/WpwO7BFRftPlupvREqenwJe1qD/H2rh/XlJbnNJxbb1gAmFvyfnujMa7Gta3n4dML60beB9PLVUPj+XzwVGF8o3B+7M2/YqlP8RWA48p+L4W1T1y4sXL14iwtNUzKxnPTev72ui7kCdrSu2XRURvyyVnUFK2PaV9IK17F/Z3Ii4oFR2Xl4vBk4qbTs/r1/W6oEk7QxcnPf75ohYmMsnki50vSEivlJsExHLSGfuBfxHxW7nRcR3W+0L8GS5ICKeiojHWtjHx/L68IhYVNrXDNIZ9Hc1aHtsRCwv1H8U+EL+87BS3X7SF5hyfxe20Fcz6zGepmJmtm7mlAsiYpWkucB2pOkc9wzBcW6oKLs/r+dFxKrStoG7pWzTykEkPRe4DBgNvCUibi9s3p00fz7yXO2yDfK66o4wv2+lH8AtpCT54PyF5n9JZ6lviIiG01sa2IOUJL9D0jsqtm8IbClpYkQ8UijvJ51NL5ud1y8vlF0AfA24RdKFpHFxbUQ83GJfzazHOBk3s171AClpnNRE3YE691dse3CQ/QOMa7FfjSyuKOtvtC0i+vM1hhuUtzUiaVPSfOpJpCkxc0tVJub17nlpZExF2QMVZQ3lLzT7kubrHwScnDc9Iek80hnrNc2FHzCR9P+7E9ZQbwxQTMYXVnzJgYr3NiK+Lmkh8BHSmfijSF9a5gCfiIiqL1NmZp6mYmY9ayDR/LfBKkkaRZr3DHBtRZV/adB0q7yuSqK7Tn6dF5Iu2DwuIn5UUW3gtZwaERpkmVbRtuUni0bEYxFxdERMArYHPkC6SPUI4Nst7Gox8Nga+qyIKP+CsUWOS1nlexsR50fEq0jJ/1tIc/r3Aq6QtGUL/TWzHuJk3Mx61QxgFfDvknYapN77SHPFb6ViSgrpDivPkhO41+Q/byxsGjjLWpXg1e00YD/gnIj4UoM6vyddoLlnpzo1ICLuiIizSfFeAhxQ2LymuF4PTFjD+1xlfdLdXMr2yesbK7YREYsiYmZEHE4aZ5uTknIzs9U4GTeznhQRdwFfIk3j+LmkF5frSHob6TZ2q4D/jIinKna1r6T9SmVHkOaLX1062zowBeL569j9ISXpKFKffw18uFG9iHiINDd6t3z/79WSX0nbSZoyBH2aImnbik0TSPPZixd2PkY6894orqfm9fckrXYRrqRNJb2qQdsvSxpdqLs5MHDrxnML5dOq7j1Our0hFG4PaWZW5DnjZtbLpgObAv8N/FnSFcBfSQn6VOCVpKTv4Gj89M1fAJdIugS4g3T3kjeRbjdYftjLLOATpKTwp8ATwKKIOGMIX1NLJG1FuvAwgJuBz1bklPMi4tL830eQpox8HnhPvlD1QdKvBzuS5pIfzDMP4llbuwA/k/QH4G+k+fpbks6Ib8Azc8iJiCWSfgfsKekC4DbSF6ifR8RNETFL0qeBLwO3S5qZ+zeGdE/2vUnTlt5Y6sMCUuJ/s6Sf5+MeRLoTz5kRcU2h7iXAEknXk26LKNIvCLuTbnv463WMh5mNUE7Gzaxn5TPdH5f0Y9IDXPYCXktK5OaTktTTIuIfg+zmZ8BZwGdJ84RX5rJjI+K20vGukPRx4HDSBX4bku60UlsyTro/+MCvpEc1qHMe+WE6EfG4pL2BD5JuYXhg3seDpHuSHw1cOQT9uoF0u8a9SUnyBOBhUmL7zYj4Van+e0hnwN9I+jIg4B/ATbnfJ0u6lnRx5WtISf1i0l1nzgJ+WNGHFaRrCr4EvJP0oKK7cr9OL9X9NOnBR7sCbwaWkd7bTwHfjojVbnloZgagiJavqTEz63n5UevnAofle1XbCCJpPkBETK63J2Y20nnOuJmZmZlZTZyMm5mZmZnVxMm4mZmZmVlNPGfczMzMzKwmPjNuZmZmZlYTJ+NmZmZmZjVxMm5mZmZmVhMn42ZmZmZmNXEybmZmZmZWEyfjZmZmZmY1+X/eOxzjlqVePAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "\n",
    "plt.plot(running_mean(exp_020[:,1],l), running_mean(exp_020[:,3],l), '--', linewidth=2.0, c='C0')\n",
    "plt.plot(running_mean(exp_020[:,1],l), running_mean(exp_020[:,4],l), linewidth=4.0, c='C0')\n",
    "\n",
    "plt.xlabel('Optimizer steps')\n",
    "plt.ylabel('Perplexity')\n",
    "plt.grid(True)\n",
    "plt.legend(['Training - 0.2A backbone noise','Validation - 0.0A backbone noise'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "00acbe24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff16c1683d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "k = 5\n",
    "\n",
    "plt.plot(running_mean(exp_020[:,1],l), running_mean(exp_020[:,5],l), '--', linewidth=2.0, c='C0')\n",
    "plt.plot(running_mean(exp_020[:,1],l), running_mean(exp_020[:,6],l), linewidth=4.0, c='C0')\n",
    "\n",
    "plt.xlabel('Optimizer steps')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.grid(True)\n",
    "plt.legend(['Training - 0.2A backbone noise','Validation - 0.0A backbone noise'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8d291e8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
